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1. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

Author: Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., Funk, S., Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., and Funk, S.
Abstract: Methods: We used open-source tools to develop a public European COVID-19 Forecast Hub. We invited groups globally to contribute weekly forecasts for COVID-19 cases and deaths reported by a standardised source for 32 countries over the next 1–4 weeks. Teams submitted forecasts from March 2021 using standardised quantiles of the predictive distribution. Each week we created an ensemble forecast, where each predictive quantile was calculated as the equally-weighted average (initially the mean and then from 26th July the median) of all individual models’ predictive quantiles. We measured the performance of each model using the relative Weighted Interval Score (WIS), comparing models’ forecast accuracy relative to all other models. We retrospectively explored alternative methods for ensemble forecasts, including weighted averages based on models’ past predictive performance. Results: Over 52 weeks, we collected forecasts from 48 unique models. We evaluated 29 models’ forecast scores in comparison to the ensemble model. We found a weekly ensemble had a consistently strong performance across countries over time. Across all horizons and locations, the ensemble performed better on relative WIS than 83% of participating models’ forecasts of incident cases (with a total N=886 predictions from 23 unique models), and 91% of participating models’ forecasts of deaths (N=763 predictions from 20 models). Across a 1–4 week time horizon, ensemble performance declined with longer forecast periods when forecasting cases, but remained stable over 4 weeks for incident death forecasts. In every forecast across 32 countries, the ensemble outperformed most contributing models when forecasting either cases or deaths, frequently outperforming all of its individual component models. Among several choices of ensemble methods we found that the most influential and best choice was to use a median average of models instead of using the mean, regardless of methods of weighting component forecast mod
Published: 2023
Full Text: View/download PDF

2. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

Author: Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., Funk, S., Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., and Funk, S.
Abstract: Methods: We used open-source tools to develop a public European COVID-19 Forecast Hub. We invited groups globally to contribute weekly forecasts for COVID-19 cases and deaths reported by a standardised source for 32 countries over the next 1–4 weeks. Teams submitted forecasts from March 2021 using standardised quantiles of the predictive distribution. Each week we created an ensemble forecast, where each predictive quantile was calculated as the equally-weighted average (initially the mean and then from 26th July the median) of all individual models’ predictive quantiles. We measured the performance of each model using the relative Weighted Interval Score (WIS), comparing models’ forecast accuracy relative to all other models. We retrospectively explored alternative methods for ensemble forecasts, including weighted averages based on models’ past predictive performance. Results: Over 52 weeks, we collected forecasts from 48 unique models. We evaluated 29 models’ forecast scores in comparison to the ensemble model. We found a weekly ensemble had a consistently strong performance across countries over time. Across all horizons and locations, the ensemble performed better on relative WIS than 83% of participating models’ forecasts of incident cases (with a total N=886 predictions from 23 unique models), and 91% of participating models’ forecasts of deaths (N=763 predictions from 20 models). Across a 1–4 week time horizon, ensemble performance declined with longer forecast periods when forecasting cases, but remained stable over 4 weeks for incident death forecasts. In every forecast across 32 countries, the ensemble outperformed most contributing models when forecasting either cases or deaths, frequently outperforming all of its individual component models. Among several choices of ensemble methods we found that the most influential and best choice was to use a median average of models instead of using the mean, regardless of methods of weighting component forecast mod
Published: 2023
Full Text: View/download PDF

3. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

Author: Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., Funk, S., Sherratt, K., Gruson, H., Grah, R., Johnson, H., Niehus, R., Prasse, B., Sandmann, F., Deuschel, J., Wolffram, D., Abbott, S., Ullrich, A., Gibson, G., Ray, E. L., Reich, N. G., Sheldon, D., Wang, Y., Wattanachit, N., Wang, L., Trnka, J., Obozinski, G., Sun, T., Thanou, D., Pottier, L., Krymova, E., Meinke, J. H., Barbarossa, M. V., Leithäuser, N., Mohring, J., Schneider, J., Wlazlo, J., Fuhrmann, J., Lange, B., Rodiah, I., Baccam, P., Gurung, H., Stage, S., Suchoski, B., Budzinski, J., Walraven, R., Villanueva, I., Tucek, V., Smíd, M., Zajícek, M., Pérez Alvarez, C., Reina, B., Bosse, N. I., Meakin, S., Castro, L., Fairchild, G., Michaud, I., Osthus, D., Alaimo Di Loro, P., Maruotti, A., Eclerová, V., Kraus, A., Kraus, D., Pribylova, L., Dimitris, B., Li, M. L., Saksham, S., Dehning, J., Mohr, S., Priesemann, V., Redlarski, G., Bejar, B., Ardenghi, G., Parolini, N., Ziarelli, G., Bock, Wolfgang, Heyder, S., Hotz, T., E. Singh, D., Guzman-Merino, M., Aznarte, J. L., Moriña, D., Alonso, S., Alvarez, E., López, D., Prats, C., Burgard, J. P., Rodloff, A., Zimmermann, T., Kuhlmann, A., Zibert, J., Pennoni, F., Divino, F., Català, M., Lovison, G., Giudici, P., Tarantino, B., Bartolucci, F., Jona Lasinio, G., Mingione, M., Farcomeni, A., Srivastava, A., Montero-Manso, P., Adiga, A., Hurt, B., Lewis, B., Marathe, M., Porebski, P., Venkatramanan, S., Bartczuk, R., Dreger, F., Gambin, A., Gogolewski, K., Gruziel-S?omka, M., Krupa, B., Moszynski, A., Niedzielewski, K., Nowosielski, J., Radwan, M., Rakowski, F., Semeniuk, M., Szczurek, E., Zieli?ski, J., Kisielewski, J., Pabjan, B., Kheifetz, Y., Kirsten, H., Scholz, M., Biecek, P., Bodych, M., Filinski, M., Idzikowski, R., Krueger, T., Ozanski, T., Bracher, J., and Funk, S.
Abstract: Methods: We used open-source tools to develop a public European COVID-19 Forecast Hub. We invited groups globally to contribute weekly forecasts for COVID-19 cases and deaths reported by a standardised source for 32 countries over the next 1–4 weeks. Teams submitted forecasts from March 2021 using standardised quantiles of the predictive distribution. Each week we created an ensemble forecast, where each predictive quantile was calculated as the equally-weighted average (initially the mean and then from 26th July the median) of all individual models’ predictive quantiles. We measured the performance of each model using the relative Weighted Interval Score (WIS), comparing models’ forecast accuracy relative to all other models. We retrospectively explored alternative methods for ensemble forecasts, including weighted averages based on models’ past predictive performance. Results: Over 52 weeks, we collected forecasts from 48 unique models. We evaluated 29 models’ forecast scores in comparison to the ensemble model. We found a weekly ensemble had a consistently strong performance across countries over time. Across all horizons and locations, the ensemble performed better on relative WIS than 83% of participating models’ forecasts of incident cases (with a total N=886 predictions from 23 unique models), and 91% of participating models’ forecasts of deaths (N=763 predictions from 20 models). Across a 1–4 week time horizon, ensemble performance declined with longer forecast periods when forecasting cases, but remained stable over 4 weeks for incident death forecasts. In every forecast across 32 countries, the ensemble outperformed most contributing models when forecasting either cases or deaths, frequently outperforming all of its individual component models. Among several choices of ensemble methods we found that the most influential and best choice was to use a median average of models instead of using the mean, regardless of methods of weighting component forecast mod
Published: 2023
Full Text: View/download PDF

4. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

Author: Sherratt, K, Gruson, H, Grah, R, Johnson, H, Niehus, R, Prasse, B, Sandmann, F, Deuschel, J, Wolffram, D, Abbott, S, Ullrich, A, Gibson, G, L Ray, E, G Reich, N, Sheldon, D, Wang, Y, Wattanachit, N, Wang, L, Trnka, J, Obozinski, G, Sun, T, Thanou, D, Pottier, L, Krymova, E, H Meinke, J, Vittoria Barbarossa, M, Leithäuser, N, Mohring, J, Schneider, J, Włazło, J, Fuhrmann, J, Lange, B, Rodiah, I, Baccam, P, Gurung, H, Stage, S, Suchoski, B, Budzinski, J, Walraven, R, Villanueva, I, Tucek, V, Smid, M, Zajíček, M, Pérez Álvarez, C, Reina, B, I Bosse, N, R Meakin, S, Castro, L, Fairchild, G, Michaud, I, Osthus, D, Alaimo Di Loro, P, Maruotti, A, Eclerová, V, Kraus, A, Kraus, D, Pribylova, L, Dimitris, B, Lingzhi Li, M, Saksham, S, Dehning, J, Mohr, S, Priesemann, V, Redlarski, G, Bejar, B, Ardenghi, G, Parolini, N, Ziarelli, G, Bock, W, Heyder, S, Hotz, T, E Singh, D, Guzman-Merino, M, L Aznarte, J, Moriña, D, Alonso, S, Álvarez, E, López, D, Prats, C, Pablo Burgard, J, Rodloff, A, Zimmermann, T, Kuhlmann, A, Zibert, J, Pennoni, F, Divino, F, Català, M, Lovison, G, Giudici, P, Tarantino, B, Bartolucci, F, Jona Lasinio, G, Mingione, M, Farcomeni, A, Srivastava, A, Montero-Manso, P, Adiga, A, Hurt, B, Lewis, B, Marathe, M, Porebski, P, Venkatramanan, S, P Bartczuk, R, Dreger, F, Gambin, A, Gogolewski, K, Gruziel-Słomka, M, Krupa, B, Moszyński, A, Niedzielewski, K, Nowosielski, J, Radwan, M, Rakowski, F, Semeniuk, M, Szczurek, E, Zieliński, J, Kisielewski, J, Pabjan, B, Kirsten, H, Kheifetz, Y, Scholz, M, Biecek, P, Bodych, M, Filinski, M, Idzikowski, R, Krueger, T, Ozanski, T, Bracher, J, Funk, S, Katharine Sherratt, Hugo Gruson, Rok Grah, Helen Johnson, Rene Niehus, Bastian Prasse, Frank Sandmann, Jannik Deuschel, Daniel Wolffram, Sam Abbott, Alexander Ullrich, Graham Gibson, Evan L Ray, Nicholas G Reich, Daniel Sheldon, Yijin Wang, Nutcha Wattanachit, Lijing Wang, Jan Trnka, Guillaume Obozinski, Tao Sun, Dorina Thanou, Loic Pottier, Ekaterina Krymova, Jan H Meinke, Maria Vittoria Barbarossa, Neele Leithäuser, Jan Mohring, Johanna Schneider, Jaroslaw Włazło, Jan Fuhrmann, Berit Lange, Isti Rodiah, Prasith Baccam, Heidi Gurung, Steven Stage, Bradley Suchoski, Jozef Budzinski, Robert Walraven, Inmaculada Villanueva, Vit Tucek, Martin Smid, Milan Zajíček, Cesar Pérez Álvarez, Borja Reina, Nikos I Bosse, Sophie R Meakin, Lauren Castro, Geoffrey Fairchild, Isaac Michaud, Dave Osthus, Pierfrancesco Alaimo Di Loro, Antonello Maruotti, Veronika Eclerová, Andrea Kraus, David Kraus, Lenka Pribylova, Bertsimas Dimitris, Michael Lingzhi Li, Soni Saksham, Jonas Dehning, Sebastian Mohr, Viola Priesemann, Grzegorz Redlarski, Benjamin Bejar, Giovanni Ardenghi, Nicola Parolini, Giovanni Ziarelli, Wolfgang Bock, Stefan Heyder, Thomas Hotz, David E Singh, Miguel Guzman-Merino, Jose L Aznarte, David Moriña, Sergio Alonso, Enric Álvarez, Daniel López, Clara Prats, Jan Pablo Burgard, Arne Rodloff, Tom Zimmermann, Alexander Kuhlmann, Janez Zibert, Fulvia Pennoni, Fabio Divino, Marti Català, Gianfranco Lovison, Paolo Giudici, Barbara Tarantino, Francesco Bartolucci, Giovanna Jona Lasinio, Marco Mingione, Alessio Farcomeni, Ajitesh Srivastava, Pablo Montero-Manso, Aniruddha Adiga, Benjamin Hurt, Bryan Lewis, Madhav Marathe, Przemyslaw Porebski, Srinivasan Venkatramanan, Rafal P Bartczuk, Filip Dreger, Anna Gambin, Krzysztof Gogolewski, Magdalena Gruziel-Słomka, Bartosz Krupa, Antoni Moszyński, Karol Niedzielewski, Jedrzej Nowosielski, Maciej Radwan, Franciszek Rakowski, Marcin Semeniuk, Ewa Szczurek, Jakub Zieliński, Jan Kisielewski, Barbara Pabjan, Holger Kirsten, Yuri Kheifetz, Markus Scholz, Przemyslaw Biecek, Marcin Bodych, Maciej Filinski, Radoslaw Idzikowski, Tyll Krueger, Tomasz Ozanski, Johannes Bracher, Sebastian Funk, Sherratt, K, Gruson, H, Grah, R, Johnson, H, Niehus, R, Prasse, B, Sandmann, F, Deuschel, J, Wolffram, D, Abbott, S, Ullrich, A, Gibson, G, L Ray, E, G Reich, N, Sheldon, D, Wang, Y, Wattanachit, N, Wang, L, Trnka, J, Obozinski, G, Sun, T, Thanou, D, Pottier, L, Krymova, E, H Meinke, J, Vittoria Barbarossa, M, Leithäuser, N, Mohring, J, Schneider, J, Włazło, J, Fuhrmann, J, Lange, B, Rodiah, I, Baccam, P, Gurung, H, Stage, S, Suchoski, B, Budzinski, J, Walraven, R, Villanueva, I, Tucek, V, Smid, M, Zajíček, M, Pérez Álvarez, C, Reina, B, I Bosse, N, R Meakin, S, Castro, L, Fairchild, G, Michaud, I, Osthus, D, Alaimo Di Loro, P, Maruotti, A, Eclerová, V, Kraus, A, Kraus, D, Pribylova, L, Dimitris, B, Lingzhi Li, M, Saksham, S, Dehning, J, Mohr, S, Priesemann, V, Redlarski, G, Bejar, B, Ardenghi, G, Parolini, N, Ziarelli, G, Bock, W, Heyder, S, Hotz, T, E Singh, D, Guzman-Merino, M, L Aznarte, J, Moriña, D, Alonso, S, Álvarez, E, López, D, Prats, C, Pablo Burgard, J, Rodloff, A, Zimmermann, T, Kuhlmann, A, Zibert, J, Pennoni, F, Divino, F, Català, M, Lovison, G, Giudici, P, Tarantino, B, Bartolucci, F, Jona Lasinio, G, Mingione, M, Farcomeni, A, Srivastava, A, Montero-Manso, P, Adiga, A, Hurt, B, Lewis, B, Marathe, M, Porebski, P, Venkatramanan, S, P Bartczuk, R, Dreger, F, Gambin, A, Gogolewski, K, Gruziel-Słomka, M, Krupa, B, Moszyński, A, Niedzielewski, K, Nowosielski, J, Radwan, M, Rakowski, F, Semeniuk, M, Szczurek, E, Zieliński, J, Kisielewski, J, Pabjan, B, Kirsten, H, Kheifetz, Y, Scholz, M, Biecek, P, Bodych, M, Filinski, M, Idzikowski, R, Krueger, T, Ozanski, T, Bracher, J, Funk, S, Katharine Sherratt, Hugo Gruson, Rok Grah, Helen Johnson, Rene Niehus, Bastian Prasse, Frank Sandmann, Jannik Deuschel, Daniel Wolffram, Sam Abbott, Alexander Ullrich, Graham Gibson, Evan L Ray, Nicholas G Reich, Daniel Sheldon, Yijin Wang, Nutcha Wattanachit, Lijing Wang, Jan Trnka, Guillaume Obozinski, Tao Sun, Dorina Thanou, Loic Pottier, Ekaterina Krymova, Jan H Meinke, Maria Vittoria Barbarossa, Neele Leithäuser, Jan Mohring, Johanna Schneider, Jaroslaw Włazło, Jan Fuhrmann, Berit Lange, Isti Rodiah, Prasith Baccam, Heidi Gurung, Steven Stage, Bradley Suchoski, Jozef Budzinski, Robert Walraven, Inmaculada Villanueva, Vit Tucek, Martin Smid, Milan Zajíček, Cesar Pérez Álvarez, Borja Reina, Nikos I Bosse, Sophie R Meakin, Lauren Castro, Geoffrey Fairchild, Isaac Michaud, Dave Osthus, Pierfrancesco Alaimo Di Loro, Antonello Maruotti, Veronika Eclerová, Andrea Kraus, David Kraus, Lenka Pribylova, Bertsimas Dimitris, Michael Lingzhi Li, Soni Saksham, Jonas Dehning, Sebastian Mohr, Viola Priesemann, Grzegorz Redlarski, Benjamin Bejar, Giovanni Ardenghi, Nicola Parolini, Giovanni Ziarelli, Wolfgang Bock, Stefan Heyder, Thomas Hotz, David E Singh, Miguel Guzman-Merino, Jose L Aznarte, David Moriña, Sergio Alonso, Enric Álvarez, Daniel López, Clara Prats, Jan Pablo Burgard, Arne Rodloff, Tom Zimmermann, Alexander Kuhlmann, Janez Zibert, Fulvia Pennoni, Fabio Divino, Marti Català, Gianfranco Lovison, Paolo Giudici, Barbara Tarantino, Francesco Bartolucci, Giovanna Jona Lasinio, Marco Mingione, Alessio Farcomeni, Ajitesh Srivastava, Pablo Montero-Manso, Aniruddha Adiga, Benjamin Hurt, Bryan Lewis, Madhav Marathe, Przemyslaw Porebski, Srinivasan Venkatramanan, Rafal P Bartczuk, Filip Dreger, Anna Gambin, Krzysztof Gogolewski, Magdalena Gruziel-Słomka, Bartosz Krupa, Antoni Moszyński, Karol Niedzielewski, Jedrzej Nowosielski, Maciej Radwan, Franciszek Rakowski, Marcin Semeniuk, Ewa Szczurek, Jakub Zieliński, Jan Kisielewski, Barbara Pabjan, Holger Kirsten, Yuri Kheifetz, Markus Scholz, Przemyslaw Biecek, Marcin Bodych, Maciej Filinski, Radoslaw Idzikowski, Tyll Krueger, Tomasz Ozanski, Johannes Bracher, and Sebastian Funk
Abstract: Background: Short-term forecasts of infectious disease contribute to situational awareness and capacity planning. Based on best practice in other fields and recent insights in infectious disease epidemiology, one can maximise forecasts’ predictive performance by combining independent models into an ensemble. Here we report the performance of ensemble predictions of COVID-19 cases and deaths across Europe from March 2021 to March 2022. Methods: We created the European COVID-19 Forecast Hub, an online open-access platform where modellers upload weekly forecasts for 32 countries with results publicly visualised and evaluated. We created a weekly ensemble forecast from the equally-weighted average across individual models’ predictive quantiles. We measured forecast accuracy using a baseline and relative Weighted Interval Score (rWIS). We retrospectively explored ensemble methods, including weighting by past performance. Results: We collected weekly forecasts from 48 models, of which we evaluated 29 models alongside the ensemble model. The ensemble had a consistently strong performance across countries over time, performing better on rWIS than 91% of forecasts for deaths (N=763 predictions from 20 models), and 83% forecasts for cases (N=886 predictions from 23 models). Performance remained stable over a 4-week horizon for death forecasts but declined with longer horizons for cases. Among ensemble methods, the most influential choice came from using a median average instead of the mean, regardless of weighting component models. Conclusions: Our results support combining independent models into an ensemble forecast to improve epidemiological predictions, and suggest that median averages yield better performance than methods based on means. We highlight that forecast consumers should place more weight on incident death forecasts than case forecasts at horizons greater than two weeks. Funding: European Commission, Ministerio de Ciencia, Innovación y Universidades, FEDER; Ag
Published: 2023

5. The impact of the SARS-CoV-2 pandemic on financial markets: a seismologic approach

Author: Spelta, A., Pecora, Nicolo', Flori, A., Giudici, P., Pecora N. (ORCID:0000-0002-3997-8140), Spelta, A., Pecora, Nicolo', Flori, A., Giudici, P., and Pecora N. (ORCID:0000-0002-3997-8140)
Abstract: This work investigates financial volatility cascades generated by SARS-CoV-2 related news using concepts developed in the field of seismology. We analyze the impact of socio-economic and political announcements, as well as of financial stimulus disclosures, on the reference stock markets of the United States, United Kingdom, Spain, France, Germany and Italy. We quantify market efficiency in processing SARS-CoV-2 related news by means of the observed Omori power-law exponents and we relate these empirical regularities to investors’ behavior through the lens of a stylized Agent-Based financial market model. The analysis reveals that financial markets may underreact to the announcements by taking a finite time to re-adjust prices, thus moving against the efficient market hypothesis. We observe that this empirical regularity can be related to the speculative behavior of market participants, whose willingness to switch toward better performing investment strategies, as well as their degree of reactivity to price trend or mispricing, can induce long-lasting volatility cascades.
Published: 2021

6. CLADAG 2015 special issue: Selected papers on classification and data analysis

Author: Giudici, P, Greselin, F, Murphy, T, Rampichini, C, GRESELIN, FRANCESCA, Murphy, TB, Rampichini, C., Giudici, P, Greselin, F, Murphy, T, Rampichini, C, GRESELIN, FRANCESCA, Murphy, TB, and Rampichini, C.
Published: 2017

7. Investigation of proton damage in III-V semiconductors by optical spectroscopy

Author: Fundación YPF, Consejo Nacional de Investigaciones Científicas y Técnicas (Argentina), Ministerio de Economía y Competitividad (España), German Research Foundation, Yaccuzzi, E., Khachadorian, S., Suárez, S., Reinoso, M., Goñi, Alejandro R., Strittmatter, A., Ho mann, A., Giudici, P., Fundación YPF, Consejo Nacional de Investigaciones Científicas y Técnicas (Argentina), Ministerio de Economía y Competitividad (España), German Research Foundation, Yaccuzzi, E., Khachadorian, S., Suárez, S., Reinoso, M., Goñi, Alejandro R., Strittmatter, A., Ho mann, A., and Giudici, P.
Abstract: We studied the damage produced by 2MeV proton radiation on epitaxially grown InGaP/GaAs structure by means of spatially resolved Raman and photoluminescence (PL) spectroscopy. The irradiation was performed parallel to the sample surface in order to determine the proton penetration range in both compounds. An increase in the intensity of longitudinal optical phonons and a decrease in the luminescence were observed. We associate these changes with the creation of defects in the damaged region, also responsible for the observed change of the carrier concentration in the GaAs layer, determined by the shift of the phonon-plasmon coupled mode frequency. From the spatially resolved profile of the PL and phonon intensities, we obtained the proton range in both materials and we compared them with stopping and range of ions in matter simulations. The comparison between the experimentally obtained proton range and simulations shows a very good agreement for GaAs but a discrepancy of 20% for InGaP. This discrepancy can be explained in terms of limitations of the model to simulate the electronic orbitals and bonding structure of the simulated compound. In order to overcome this limitation, we propose an increase in 40% in the electronic stopping power for InGaP.
Published: 2016

8. Art. 2391 bis

Author: Tombari, Umberto, Cariello, Vincenzo, Abbadessa P., Acerbi G., Awwad A., Arcidiacono D., Barachini F., Barcellona E., Bartalena A., Bazzani M., Beltrami P., Benazzo P., Benedettelli M., Bordiga F., Briolini F., Buta G., Calvosa L., Campobasso M., Caputo M., Centonze M., Cetra A., Cian M., Cuomo P., Daccò A., D'Alessandro F., De Luca N., Dell'Osso, A., Demuro I., De Stasio V., Di Martin M., Dolmetta A., Epidendio T., Fabbio P., Ferranrte M., Ferri G., Figeni C., Gargantini M., Genovese A., Ghionni Crivelli Visconti P., Giannelli G., Ginevra E., Giudici P.., Guerrera F., Ibba C., Iermano G., Kutufà I., La Sala G., Lamandini M., Latella D., Lener R., Lucarelli P., Luciano A., Macrì E., Maltoni M., Mancuso F., Manes V., marano P., Maugeri M., Meli V., Minneci U., Mirone A., Mondini P., Mozzarelli M., Mucciarelli G., Notari M., Nuzzo G., Olivieri G., Palmieri G., Patriarca C., Patriarca S., Pennisi R., Perrino M., Picardi L., Pinto V., Pisani L., Piscitello P., Portale G., Portale M., Presciani C., Presti G., Rescigno M., Rescio G., Romano A., Rubino de Ritis M., Salamone L., Sanfilippo P., Santagata R., Scano A., Schiua L., Sciarrone Alibrandi A., Sciuto M., Sfameni P., Speranzin M., Spolaore P., Spolidoro M., Stanghellini L., Stella Richter M., Strampelli G., Tarantino P., Tedeschi C., Tina A., Tucci A., Turelli S., Valzer A., Vanoni S., Vicari A., Viggiani R., Presti, Gaetano Maria Giovanni, Presti Gaetano (ORCID:0000-0002-7993-8194), Tombari, Umberto, Cariello, Vincenzo, Abbadessa P., Acerbi G., Awwad A., Arcidiacono D., Barachini F., Barcellona E., Bartalena A., Bazzani M., Beltrami P., Benazzo P., Benedettelli M., Bordiga F., Briolini F., Buta G., Calvosa L., Campobasso M., Caputo M., Centonze M., Cetra A., Cian M., Cuomo P., Daccò A., D'Alessandro F., De Luca N., Dell'Osso, A., Demuro I., De Stasio V., Di Martin M., Dolmetta A., Epidendio T., Fabbio P., Ferranrte M., Ferri G., Figeni C., Gargantini M., Genovese A., Ghionni Crivelli Visconti P., Giannelli G., Ginevra E., Giudici P.., Guerrera F., Ibba C., Iermano G., Kutufà I., La Sala G., Lamandini M., Latella D., Lener R., Lucarelli P., Luciano A., Macrì E., Maltoni M., Mancuso F., Manes V., marano P., Maugeri M., Meli V., Minneci U., Mirone A., Mondini P., Mozzarelli M., Mucciarelli G., Notari M., Nuzzo G., Olivieri G., Palmieri G., Patriarca C., Patriarca S., Pennisi R., Perrino M., Picardi L., Pinto V., Pisani L., Piscitello P., Portale G., Portale M., Presciani C., Presti G., Rescigno M., Rescio G., Romano A., Rubino de Ritis M., Salamone L., Sanfilippo P., Santagata R., Scano A., Schiua L., Sciarrone Alibrandi A., Sciuto M., Sfameni P., Speranzin M., Spolaore P., Spolidoro M., Stanghellini L., Stella Richter M., Strampelli G., Tarantino P., Tedeschi C., Tina A., Tucci A., Turelli S., Valzer A., Vanoni S., Vicari A., Viggiani R., Presti, Gaetano Maria Giovanni, and Presti Gaetano (ORCID:0000-0002-7993-8194)
Abstract: commento alla disciplina delle operazioni con parti correlate
Published: 2016

9. Evolutionary Customer Evaluation: A Dynamic Approach to a Banking Case

Author: Giudici, P, Ingrassia, S, Vichi, M, Liberati, C, Mariani, P, LIBERATI, CATERINA, MARIANI, PAOLO, Giudici, P, Ingrassia, S, Vichi, M, Liberati, C, Mariani, P, LIBERATI, CATERINA, and MARIANI, PAOLO
Abstract: The most important company asset seems to be Customer Satisfaction (CS), which banks, in the recent years, have frequently analyzed. For reaching such target, a dynamic Factor Analysis offers an effective way of merging information about clients and their preferences evolution. In our work we performed a dynamic Customer Satisfaction study, by means of a three-way factorial analysis, and we also introduced a new index of shift and shape (SSI), to synthesize informa- tion about every customer, cluster or typology. We considered a national bank case, with spread network, evaluating results provided by a questionnaire framed according to the SERVQUAL model. The information employed was obtained via a Customer Satisfaction survey repeated three times (waves). We performed the dynamic factorial model and we illustrated the usage of SSI as a new measure of trajectories’ dissimilarity. Finally, we showed our results which highlight promising performances of our index.
Published: 2013

10. Component analysis for structural equation models with concomitant indicators

Author: Giudici, P, Ingrassia, S, Vichi, M, Lovaglio, P, Vittadini, G, LOVAGLIO, PIETRO GIORGIO, VITTADINI, GIORGIO, Giudici, P, Ingrassia, S, Vichi, M, Lovaglio, P, Vittadini, G, LOVAGLIO, PIETRO GIORGIO, and VITTADINI, GIORGIO
Abstract: A new approach to structural equation modelling based on so-called Extended Redundancy Analysis has been recently proposed in literature, enhanced with the added characteristic of generalizing Redundancy Analysis and Reduced-Rank Regression models for more than two blocks. However, in presence of direct effects linking exogenous and endogenous variables, the latent composite scores are estimated by ignoring the presence of the specified direct effects. In this paper, we extend Extended Redundancy Analysis, permitting us to specify and fit a variety of relationships among latent composites and endogenous variables. In particular,covariates are allowed to affect endogenous indicators indirectly through the latent composites and/or directly.
Published: 2013

11. Concentration measures for risk analysis

Author: Uberti, P, Figini, S, Giudici, P, Figini S, Uberti, P, Figini, S, Giudici, P, and Figini S
Published: 2010

12. A threshold based approach to merge data in financial risk management

Author: Figini, S, Giudici, P, Uberti, P, Figini, S, Giudici, P, and Uberti, P
Abstract: According to the last proposals by the Basel Committee, banks are allowed to use statistical approaches for the computation of their capital charge covering financial risks such as credit risk, market risk and operational risk. It is widely recognized that internal loss data alone do not suffice to provide accurate capital charge in financial risk management, especially for high-severity and low-frequency events. Financial institutions typically use external loss data to augment the available evidence and, therefore, provide more accurate risk estimates. Rigorous statistical treatments are required to make internal and external data comparable and to ensure that merging the two databases leads to unbiased estimates. The goal of this paper is to propose a correct statistical treatment to make the external and internal data comparable and, therefore, mergeable. Such methodology augments internal losses with relevant, rather than redundant, external loss data.
Published: 2010

13. The LHCb Detector at the LHC

Author: Alves, A, Andrade, L, Barbosa, A, Bediaga, I, Cernicchiaro, G, Guerrer, G, Lima, H, Machado, A, Magnin, J, Marujo, F, De Miranda, J, Reis, A, Santos, A, Toledo, A, Akiba, K, Amato, S, De Paula, B, De Paula, L, Da Silva, T, Gandelman, M, Lopes, J, Marechal, B, Moraes, D, Polycarpo, E, Rodrigues, F, Ballansat, J, Bastian, Y, Boget, D, De Bonis, I, Coco, V, David, P, Decamp, D, Delebecque, P, Drancourt, C, Dumont Dayot, N, Girard, C, Lieunard, B, Minard, M, Pietrzyk, B, Rambure, T, Rospabe, G, T'Jampens, S, Ajaltouni, Z, Bohner, G, Bonnefoy, R, Borras, D, Carloganu, C, Chanal, H, Conte, E, Cornat, R, Crouau, M, Delage, E, Deschamps, O, Henrard, P, Jacquet, P, Lacan, C, Laubser, J, Lecoq, J, Lefvre, R, Magne, M, Martemiyanov, M, Mercier, M, Monteil, S, Niess, V, Perret, P, Reinmuth, G, Robert, A, Suchorski, S, Arnaud, K, Aslanides, E, Babel, J, Benchouk, C, Cachemiche, J, Cogan, J, Derue, F, Dinkespiler, B, Duval, P, Garonne, V, Favard, S, Le Gac, R, Leon, F, Leroy, O, Liotard, P, Marin, F, Menouni, M, Ollive, P, Poss, S, Roche, A, Sapunov, M, Tocco, L, Viaud, B, Tsaregorodtsev, A, Amhis, Y, Barrand, G, Barsuk, S, Beigbeder, C, Beneyton, R, Breton, D, Callot, O, Charlet, D, Ds'Almagne, B, Duarte, O, Fulda Quenzer, F, Jacholkowska, A, Jean Marie, B, Lefrancois, J, Machefert, F, Robbe, P, Schune, M, Tocut, V, Videau, I, Benayoun, M, Del Buono, L, Gilles, G, Domke, M, Futterschneider, H, Ilgner, C, Kapusta, P, Kolander, M, Krause, R, Lieng, M, Nedos, M, Rudloff, K, Schleich, S, Schwierz, R, Spaan, B, Wacker, K, Warda, K, Agari, M, Bauer, C, Baumeister, D, Bulian, N, Fuchs, H, Fallot Burghardt, W, Glebe, T, Hofmann, W, Knopfle, K, Lochner, S, Ludwig, A, Maciuc, F, Nieto, F, Schmelling, M, Schwingenheuer, B, Sexauer, E, Smale, N, Trunk, U, Voss, H, Albrecht, J, Bachmann, S, Blouw, J, Deissenroth, M, Deppe, H, Dreis, H, Eisele, F, Haas, T, Hansmann Menzemer, S, Hennenberger, S, Knopf, J, Moch, M, Perieanu, A, Rabenecker, S, Rausch, A, Rummel, C, Rusnyak, R, Schiller, M, Stange, U, Uwer, U, Walter, M, Ziegler, R, Avoni, G, Balbi, G, Bonifazi, F, Bortolotti, D, Carbone, A, D'Antone, I, Galli, D, Gregori, D, Lax, I, Marconi, U, Peco, G, Vagnoni, V, Valenti, G, Vecchi, S, Bonivento, W, Cardini, A, Cadeddu, S, Deleo, V, Deplano, C, Furcas, S, Lai, A, Oldeman, R, Raspino, D, Saitta, B, Serra, N, Baldini, W, Brusa, S, Chiozzi, S, Ramusino, A, Evangelisti, F, Franconieri, A, Germani, S, Gianoli, A, Guoming, L, Landi, L, Malaguti, R, Padoan, C, Pennini, C, Savrie, M, Squerzanti, S, Zhao, T, Zhu, M, Bizzeti, A, Graziani, G, Lenti, M, Lenzi, M, Maletta, F, Pennazzi, S, Passaleva, G, Veltri, M, Alfonsi, M, Anelli, M, Balla, A, Battisti, A, Bencivenni, G, Campana, P, Carletti, M, Ciambrone, P, Corradi, G, Dane, E, Divirgilio, A, Desimone, P, Felici, G, Forti, C, Gatta, M, Lanfranchi, G, Murtas, F, Pistilli, M, Lener, M, Rosellini, R, Santoni, M, Saputi, A, Sarti, A, Sciubba, A, Zossi, A, Ameri, M, Cuneo, S, Fontanelli, F, Gracco, V, Mini, G, Parodi, M, Petrolini, A, Sannino, M, Vinci, A, Alemi, M, Arnaboldi, C, Bellunato, T, Calvi, M, Chignoli, F, De Lucia, A, Galotta, G, Mazza, R, Matteuzzi, C, Musy, M, Negri, P, Perego, D, Pessina, G, Auriemma, G, Bocci, V, Buccheri, A, Chiodi, G, Di Marco, S, Iacoangeli, F, Martellotti, G, Nobrega, R, Pelosi, A, Penso, G, Pinci, D, Rinaldi, W, Rossi, A, Santacesaria, R, Satriano, C, Carboni, G, Iannilli, M, Rodrigues, A, Messi, R, Paoluzzi, G, Sabatino, G, Santovetti, E, Satta, A, Amoraal, J, Van Apeldoorn, G, Arink, R, Van Bakel, N, Band, H, Bauer, T, Berkien, A, Van Beuzekom, M, Bos, E, Bron, C, Ceelie, L, Doets, M, Van Der Eijk, R, Fransen, J, De Groen, P, Gromov, V, Hierck, R, Homma, J, Hommels, B, Hoogland, W, Jans, E, Jansen, F, Jansen, L, Jaspers, M, Kaan, B, Koene, B, Koopstra, J, Kroes, F, Kraan, M, Langedijk, J, Merk, M, Mos, S, Munneke, B, Palacios, J, Papadclis, A, Pellegrino, A, Van Petten, O, Du Pree, T, Roeland, E, Ruckstuhl, W, Schimmel, A, Schuijlenburg, H, Sluijk, T, Spelt, J, 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Khaleeq, M, Koppenburg, P, Miller, D, Plackett, R, Price, D, Reece, W, Savage, P, Savidge, T, Simmons, B, Vidal Sitjes, G, Websdale, D, Affolder, A, Anderson, J, Biagi, S, Bowcock, T, Carroll, J, Casse, G, Cooke, P, Donleavy, S, Dwyer, L, Hennessy, K, Huse, T, Hutchcroft, D, Jones, D, Lockwood, M, Mccubbin, M, Mcnulty, R, Muskett, D, Noor, A, Patel, G, Rinnert, K, Shears, T, Smith, N, Southern, G, Stavitski, I, Sutcliffe, P, Tobin, M, Traynor, S, Turner, P, Whitley, M, Wormald, M, Wright, V, Bibby, J, Brisbane, S, Brock, M, Charles, M, Ciolfi, C, Gligorov, V, Handford, T, Harnew, N, Harris, F, John, M, Jones, M, Libby, J, Martin, L, Mcarthur, I, Muresan, R, Newby, C, Ottewell, B, Powell, A, Rotolo, N, Senanayake, R, Somerville, L, Soroko, A, Spradlin, P, Sullivan, P, Stokes Rees, I, Topp Jorgensen, S, Xing, F, Wilkinson, G, Artuso, M, Belyaev, I, Blusk, S, Lefeuvre, G, Menaa, N, Menaa Sia, R, Mountain, R, Skwarnicki, T, Stone, S, Wang, J, Abadie, L, Aglieri Rinella, G, Albrecht, E, Andre, J, Anelli, G, Arnaud, N, Augustinus, A, Bal, F, Pazos, M, Barczyk, A, Bargiotti, M, Behrendt, O, Berni, S, Binko, P, Bobillier, V, Braem, A, Brarda, L, Buytaert, J, Camilleri, L, Cambpell, M, Castellani, G, Cataneo, F, Cattaneo, M, Chadaj, B, Charpentier, P, Cherukuwadal, S, Chesi, E, Christiansen, J, Chytracek, R, Clemencic, M, Closier, J, Collins, P, Colrain, P, Cooke, O, Corajod, B, Corti, G, D'Ambrosio, C, Damodaranl, B, David, C, De Capua, S, Decreuse, G, Degaudenzi, H, Dijkstra, H, Droulez, J, Ramos, D, Dufey, J, Dumps, R, Eckstein, D, Ferro Luzzi, M, Fiedler, F, Filthaut, F, Flegel, W, Forty, R, Fournier, C, Frank, M, Frei, C, Gaidioz, B, Gaspar, C, Gayde, J, Gavillet, P, Go, A, Abril, G, Graulich, J, Giudici, P, Elias, A, Guglielmini, P, Gys, T, Hahn, F, Haider, S, Harvey, J, Hay, B, Morata, J, Alvarez, J, Van Herwijnen, E, Hilke, H, Von Holtey, G, Hulsbergen, W, Jacobsson, R, Jamet, O, Joram, C, Jost, B, Kanaya, N, Refolio, J, Koestner, S, Koratzinos, M, Kristic, R, Lacarrere, D, Lasseur, C, Lastovicka, T, Laub, M, Liko, D, Lippmann, C, Lindner, R, Losasso, M, Maier, A, Mair, K, Maley, P, Vila, P, Moine, G, Morant, J, Moritz, M, Moscicki, J, Muecke, M, Mueller, H, Nakada, T, Neufeld, N, Ocariz, J, Aranda, C, Parzefall, U, Patel, M, Pepe Altarelli, M, Piedigrossi, D, Pivk, M, Pokorski, W, Ponce, S, Ranjard, F, Riegler, W, Renaud, J, Roiser, S, Roy, L, Ruf, T, Ruffinoni, D, Saladino, S, Varela, A, Santinelli, R, Schmelling, S, Schmidt, B, Schneider, T, Schoning, A, Schopper, A, Seguinot, J, Snoeys, W, Smith, A, Somogyi, P, Stoical, R, Tejessy, W, Teubert, F, Thomas, E, Alarcon, J, Ullaland, O, Valassi, A, Vannerem, P, Veness, R, Wicht, P, Wiedner, D, Witzeling, W, Wright, A, Wyllie, K, Ypsilantis, T, T'jampens, S, Ds'almagne, B, D'antone, I, M'charek, B, Aref'ev, A, D'ambrosio, C, Ypsilantis, T., and CALVI, MARTA
Abstract: The LHCb experiment is dedicated to precision measurements of CP violation and rare decays of B hadrons at the Large Hadron Collider (LHC) at CERN (Geneva). The initial configuration and expected performance of the detector and associated systems, as established by test beam measurements and simulation studies, is described.
Published: 2008

14. An integrated approach project for the revaluation of a traditional sourdough bread production chain

Author: Piazza, C., Giudici, P., Corbellini, M., Gianinetti, A., Morcia, C., Terzi, V., Piazza, C., Giudici, P., Corbellini, M., Gianinetti, A., Morcia, C., and Terzi, V.
Abstract: The influence of organic and conventional farming systems on the performance of a panel of old and modern Italian bread wheat varieties has been evaluated, with the aim to individuate an agronomic protocol suitable for the production of a sourdough bread traditionally prepared in a hill zone of Emilia-Romagna. The agronomic and technological characterisation of the wheat samples obtained in organic and conventional farming conditions has been done and the sensorial qualities of the sourdough bread obtained have been evaluated.
Published: 2008

15. A statistical method to optimize the combination of internal and external data in operational risk measurement

Author: Figini, S, Giudici, P, Uberti, P, Figini, S, Giudici, P, and Uberti, P
Abstract: According to the last proposals of the Basel Committee on Banking Supervision, banks are allowed to use the Advanced Measurement Approach (AMA) option for the computation of their capital charge covering operational risks. Among these methods, the Loss Distribution Approach (LDA) is the most sophisticated (see Frachot et al (2001) and Baud et al (2002)). It is widely recognized that calibration on internal data may not suffice for computing an accurate capital charge against operational risk. In other words, internal data should be supplemented with external data. The goal of this paper is to address issues regarding the optimal way to mix internal and external data with regards to frequency and severity. As a result rigorous statistical treatments are required to make internal and external data comparable and to ensure that merging both databases leads to unbiased estimates. We propose a rigorous way to tackle this issue through a statistically optimized methodology,.
Published: 2007

16. Efficient construction of reversible jump Markov chain Monte Carlo proposal distributions.

Author: Brooks, S. P., Giudici, P., Roberts, G. O., Brooks, S. P., Giudici, P., and Roberts, G. O.
Abstract: The major implementational problem for reversible jump Markov chain Monte Carlo methods is that there is commonly no natural way to choose jump proposals since there is no Euclidean structure in the parameter space to guide our choice. We consider mechanisms for guiding the choice of proposal. The first group of methods is based on an analysis of acceptance probabilities for jumps. Essentially, these methods involve a Taylor series expansion of the acceptance probability around certain canonical jumps and turn out to have close connections to Langevin algorithms. The second group of methods generalizes the reversible jump algorithm by using the so-called saturated space approach. These allow the chain to retain some degree of memory so that, when proposing to move from a smaller to a larger model, information is borrowed from the last time that the reverse move was performed. The main motivation for this paper is that, in complex problems, the probability that the Markov chain moves between such spaces may be prohibitively small, as the probability mass can be very thinly spread across the space. Therefore, finding reasonable jump proposals becomes extremely important. We illustrate the procedure by using several examples of reversible jump Markov chain Monte Carlo applications including the analysis of autoregressive time series, graphical Gaussian modelling and mixture modelling.
Published: 2003

17. Efficient construction of reversible jump Markov chain Monte Carlo proposal distributions.

Author: Brooks, S. P., Giudici, P., Roberts, G. O., Brooks, S. P., Giudici, P., and Roberts, G. O.
Abstract: The major implementational problem for reversible jump Markov chain Monte Carlo methods is that there is commonly no natural way to choose jump proposals since there is no Euclidean structure in the parameter space to guide our choice. We consider mechanisms for guiding the choice of proposal. The first group of methods is based on an analysis of acceptance probabilities for jumps. Essentially, these methods involve a Taylor series expansion of the acceptance probability around certain canonical jumps and turn out to have close connections to Langevin algorithms. The second group of methods generalizes the reversible jump algorithm by using the so-called saturated space approach. These allow the chain to retain some degree of memory so that, when proposing to move from a smaller to a larger model, information is borrowed from the last time that the reverse move was performed. The main motivation for this paper is that, in complex problems, the probability that the Markov chain moves between such spaces may be prohibitively small, as the probability mass can be very thinly spread across the space. Therefore, finding reasonable jump proposals becomes extremely important. We illustrate the procedure by using several examples of reversible jump Markov chain Monte Carlo applications including the analysis of autoregressive time series, graphical Gaussian modelling and mixture modelling.
Published: 2003

18. The LHCb Detector at the LHC

Author: Alves, A Augusto, Andrade, L M, Barbosa-Ademarlaudo, F, Bediaga, I, Cernicchiaro, G, Guerrer, G, Lima, H P, Machado, A A, Magnin, J, Marujo, F, De Miranda, J M, Reis, A, Santos, A, Toledo, A, Akiba, K, Amato, S, de Paula, B, De Paula, L, Da Silva, T, Gandelman, M, Lopes, J H, Maréchal, B, Moraes, D, Polycarpo, E, Rodrigues, F, Ballansat, J, Bastian, Y, Boget, D, De Bonis, I, Coco, V, David, P Y, Décamp, D, Delebecque, P, Drancourt, C, Dumont-Dayot, N, Girard, C, Lieunard, B, Minard, M N, Pietrzyk, B, Rambure, T, Rospabe, G, T'Jampens, S, Ajaltouni, Z, Böhner, G, Bonnefoy, R, Borras, D, Cârloganu, C, Chanal, H, Conte, E, Cornat, R, Crouau, M, Delage, E, Deschamps, O, Henrard, P, Jacquet, P, Lacan, C, Laubser, J, Lecoq, J, Lefèvre, R, Magne, M, Martemyanov, M, Mercier, M L, Monteil, S, Niess, V, Perret, P, Reinmuth, G, Robert, A, Suchorski, S, Arnaud, K, Aslanides, E, Babel, J, Benchouk, C, Cachemiche, J P, Cogan, J, Derue, F, Dinkespiler, B, Duval, P Y, Garonne, V, Favard, S, Le Gac, R, Leon, F, Leroy, O, Liotard, P L, Marin, F, Menouni, M, Ollive, P, Poss, S, Roche, A, Sapunov, M, Tocco, L, Viaud, B, Tsaregorodtsev, A, Amhis, Y, Barrand, G, Barsuk, S, Beigbeder, C, Beneyton, R, Breton, D, Callot, O, Charlet, D, D'Almagne, B, Duarte, O, Fulda-Quenzer, F, Jacholkowska, A, Jean-Marie, B, Lefrançois, J, Machefert, F, Robbe, P, Schune, M H, Tocut, V, Videau, I, Benayoun, M, David, P, Del Buono, L, Gilles, G, Domke, M, Futterschneider, H, Ilgner, C, Kapusta, P, Kolander, M, Krause, R, Lieng, M, Nedos, M, Rudloff, K, Schleich, S, Schwierz, R, Spaan, B, Wacker, K, Warda, K, Agari, M, Bauer, C, Baumeister, D, Bulian, N, Fuchs, H P, Fallot-Burghardt, W, Glebe, T, Hofmann, W, Knöpfle, K T, Löchner, S, Ludwig, A, Maciuc, F, Sánchez-Nieto, F, Schmelling, M, Schwingenheuer, B, Sexauer, E, Smale, N J, Trunk, U, Voss, H, Albrecht, J, Bachmann, S, Blouw, J, Deissenroth, M, Deppe, H, Dreis, H B, Eisele, F, Haas, T, Hansmann-Menzemer, S, Hennenberger, S, Knopf, J, Moch, M, Perieanu, A, Rabenecker, S, Rausch, A, Rummel, C, Rusnyak, R, Schiller, M, Stange, U, Uwer, U, Walter, M, Ziegler, R, Avoni, G, Balbi, G, Bonifazi, F, Bortolotti, D, Carbone, A, D'Antone, I, Galli, D, Gregori, D, Lax, I, Marconi, U, Peco, G, Vagnoni, V, Valenti, G, Vecchi, S, Bonivento, W, Cardini, A, Cadeddu, S, De Leo, V, Deplano, C, Furcas, S, Lai, A, Oldeman, R, Raspino, D, Saitta, B, Serra, N, Baldini, W, Brusa, S, Chiozzi, S, Cotta-Ramusino, A, Evangelisti, F, Franconieri, A, Germani, S, Gianoli, A, Guoming, L, Landi, L, Malaguti, R, Padoan, C, Pennini, C, Savrié, M, Squerzanti, S, Zhao, T, Zhu, M, Bizzeti, A, Graziani, G, Lenti, M, Lenzi, M, Maletta, F, Pennazzi, S, Passaleva, G, Veltri, M, Alfonsi, M, Anelli, M, Balla, A, Battisti, A, Bencivenni, G, Campana, P, Carletti, M, Ciambrone, P, Corradi, G, Dane, E, DiVirgilio, A, De Simone, P, Felici, G, Forti, C, Gatta, M, Lanfranchi, G, Murtas, F, Pistilli, M, Poli-Lener, M, Rosellini, R, Santoni, M, Saputi, A, Sarti, A, Sciubba, A, Zossi, A, Ameri, M, Cuneo, S, Fontanelli, F, Gracco, V, Mini, G, Parodi, M, Petrolini, A, Sannino, M, Vinci, A, Alemi, M, Arnaboldi, C, Bellunato, T, Calvi, M, Chignoli, F, De Lucia, A, Galotta, G, Mazza, R, Matteuzzi, C, Musy, M, Negri, P, Perego, D, Pessina, G, Auriemma, G, Bocci, V, Buccheri, A, Chiodi, G, Di Marco, S, Iacoangeli, F, Martellotti, G, Nobrega, R, Pelosi, A, Penso, G, Pinci, D, Rinaldi, W, Rossi, A, Santacesaria, R, Satriano, C, Carboni, G, Iannilli, M, Massafferri Rodrigues, A, Messi, R, Paoluzzi, G, Sabatino, G, Santovetti, E, Satta, A, Amoraal, J, van Apeldoorn, G, Arink, R, Van Bakel, N, Band, H, Bauer, T, Berkien, A, van Beuzekom, M, Bos, E, Bron, C, Ceelie, L, Doets, M, Van der Eijk, R, Fransen, J P, de Groen, P, Gromov, V, Hierck, R, Homma, J, Hommels, B, Hoogland, W, Jans, E, Jansen, F, Jansen, L, Jaspers, M, Kaan, B, Köne, B, Koopstra, J, Kroes, F, Kraan, M, Langedijk, J, Merk, M, Mos, S, Munneke, B, Palacios, J, Papadelis, A, Pellegrino, A, Van Petten, O, du Pree, T, Roeland, E, Rückstuhl, W, Schimmel, A, Schuijlenburg, H, Sluijk, T, Spelt, J, Stolte, J, Terrier, H, Tuning, N, Van Lysebetten, A, Vankov, P, Verkooijen, J, Verlaat, B, Vink, W, De Vries, H, Wiggers, L, Ybeles Smit, G, Zaitsev, N, Zupan, M, Zwart, A, van den Brand, J, Bulten, H J, De Jong, M, Ketel, T, Klous, S, Kos, J, M'charek, B, Mul, F, Raven, G, Simioni, E, Cheng, J, Dai, G, Deng, Z, Gao, Y, Gong, G, Gong, H, He, J, Hou, L, Li, J, Qian, W, Shao, B, Xue, T, Yang, Z, Zeng, M, Muryn, B, Ciba, K, Oblakowska-Mucha, A, Blocki, J, Galuszka, K, Hajduk, L, Michalowski, J, Natkaniec, Z, Polok, G, Stodulski, M, Witek, M, Brzozowski, K, Chlopik, A, Gawor, P, Guzik, Z, Nawrot, A, Srednicki, A, Syryczynski, K, Szczekowski, M, Constantin, F, Cristian, P, Mihon, G, Pavel, C, Stoica, S, Filippov, S, Gavrilov, Yu, Golyshkin, L, Gushchin, E, Karavichev, O, Klubakov, V, Kravchuk, L, Kutuzov, V, Laptev, S, Popov, S, Arefev, A, Bobchenko, B, Dolgoshein, V, Egorychev, V, Golutvin, A, Gushchin, O, Konoplyannikov, A, Korolko, I, Kvaratskheliia, T, Machikhiliyan, I, Malyshev, S, Mayatskaya, E, Prokudin, M, Rusinov, D, Rusinov, V, Shatalov, P, Shchutska, L, Tarkovskiy, E, Tayduganov, A, Voronchev, K, Zhiryakova, O, Bobrov, A, Bondar, A, Eidelman, S, Kozlinsky, A, Shekhtman, L, Belous, K S, Dzhelyadin, R I, Gelitsky, Yu V, Gouz, Yu P, Kachnov, K G, Kobelev, A S, Matveev, V D, Novikov, V P, Obraztsov, V F, Ostankov, A P, Romanovsky, V I, Rykalin, V I, Soldatov, A P, Soldatov, M M, Tchernov, E N, Yushchenko, O P, Bochin, B, Bondar, N, Fedorov, O, Golovtsov, V, Guets, S, Kashchuk, A, Lazarev, V, Maev, O, Neustroev, P, Sagidova, N, Spiridenkov, E, Volkov, S, Vorobyev, An, Vorobyov, A, Aguiló, E, Bota, S, Calvo, M, Comerma, A, Cano, X, Diéguez, A, Herms, A, López, E, Luengo, S, Garra, J, Garrido, L, Gascón, D, Gaspar de Valenzuela, A, González, C, Graciani, R, Graugès-Pous, E, Pérez-Calero Yzquierdo, A, Picatoste, E, Riera, J, Roselló, M, Ruiz, H, Vilasís, X, Xirgu, X, Adeva, B, Cid Vidal, X, Martenez Santos, D, Esperante-Pereira, D, Fungueirino-Pazos, J L, Gallas Torreira, A, Lois-Gómez, C, Pazos-Alvarez, A, Pérez-Trigo, E, Pló-Casasus, M, Rodriguez Cobo, C, Rodriguez Perez, P, Saborido, J J, Seco, M, Vázquez-Regueiro, P, Bartalini, P, Bay, A, Bettler, M O, Blanc, F, Borel, J, Carron, B, Currat, C, Conti, G, Dormond, O, Ermoline, Y, Fauland, P, Fernández, L, Frei, R, Gagliardi, G, Gueissaz, N, Haefeli, G, Hicheur, A, Jacoby, C, Jalocha, P, Jiménez-Otero, S, Hertig, J P, Knecht, M, Legger, F, Locatelli, L, Moser, J R, Needham, M, Nicolas, L, Perrin-Giacomin, A, Perroud, Jean-Pierre, Potterat, C, Ronga, F, Schneider, O, Schietinger, T, Steele, D, Studer, L, Tareb, M, Tran, M T, van Hunen, J, Vervink, K, Villa, S, Zwahlen, N, Bernet, R, Buchler, A, Gassner, J, Lehner, F, Sakhelashvili, T, Salzmann, C, Sievers, P, Steiner, S, Steinkamp, O, Straumann, U, Van Tilburg, J, Vollhardt, A, Volyanskyy, D, Ziegler, M, Dovbnya, A, Ranyuk, Yu, Shapoval, I, Borisova, M, 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E, Saavedra, A F, Soler, F J P, Szumlak, T, Viret, S, Allebone, L, Awunor, O, Back, J, Barber, G, Barnes, C, Cameron, B, Clark, D, Clark, I, Dornan, Peter John, Duane, A, Eames, C, Egede, U, Girone, M, Greenwood, S, Hallam, R, Hare, R, Howard, A, Jolly, S, Kasey, V, Khaleeq, M, Koppenburg, P, Miller, D, Plackett, R, Price, D, Reece, W, Savage, P, Savidge, T, Simmons, B, Vidal-Sitjes, G, Websdale, D M, Affolder, A, Anderson, J S, Biagi, S F, Bowcock, T J V, Carroll, J L, Casse, G, Cooke, P, Donleavy, S, Dwyer, L, Hennessy, K, Huse, T, Hutchcroft, D, Jones, D, Lockwood, M, McCubbin, M, McNulty, R, Muskett, D, Noor, A, Patel, G D, Rinnert, K, Shears, T G, Smith, N A, Southern, G, Stavitski, I, Sutcliffe, P, Tobin, M, Traynor, S M, Turner, P, Whitley, M, Wormald, M, Wright, V, Bibby, J H, Brisbane, S, Brock, M, Charles, M, Cioffi, C, Gligorov, V V, Handford, T, Harnew, N, Harris, F, John, M J J, Jones, M, Libby, J, Martin, L, McArthur, I A, Muresan, R, Newby, C, Ottewell, B, Powell, A, Rotolo, N, Senanayake, R S, Somerville, L, Soroko, A, Spradlin, P, Sullivan, P, Stokes-Rees, I, Topp-Jørgensen, S, Xing, F, Wilkinson, G, Artuso, M, Belyaev, I, Blusk, S, Lefeuvre, G, Menaa, N, Menaa-Sia, R, Mountain, R, Skwarnicki, T, Stone, S, Wang, J C, Abadie, L, Aglieri-Rinella, G, Albrecht, E, André, J, Anelli, G, Arnaud, N, Augustinus, A, Bal, F, Barandela Pazos, M C, Barczyk, A, Bargiotti, M, Batista Lopes, J, Behrendt, O, Berni, S, Binko, P, Bobillier, V, Braem, André, Brarda, L, Buytaert, J, Camilleri, L, Cambpell, M, Castellani, G, Cataneo, F, Cattaneo, M, Chadaj, B, Charpentier, P, Cherukuwada, S, Chesi, Enrico Guido, Christiansen, J, Chytracek, R, Clemencic, M, Closier, J, Collins, P, Colrain, P, Cooke, O, Corajod, B, Corti, G, D'Ambrosio, C, Damodaran, B, David, C, De Capua, S, Decreuse, G, Degaudenzi, H, Dijkstra, H, Droulez, J P, Duarte Ramos, D, Dufey, J P, Dumps, R, Eckstein, D, Ferro-Luzzi, M, Fiedler, F, Filthaut, F, Flegel, W, Forty, R W, Fournier, C, Frank, M, Frei, C, Gaidioz, B, Gaspar, C, Gayde, J C, Gavillet, P, Go, A, Gracia-Abril, G, Graulich, J S, Giudici, P A, Guirao-Elias, A, Guglielmini, P, Gys, T, Hahn, F, Haider, S, Harvey, J, Hay, B, Hernando-Morata, J A, Herranz Alvarez, J, Van Herwijnen, E, Hilke, H J, Von Holtey, G, Hulsbergen, W, Jacobsson, R, Jamet, O, Joram, C, Jost, B, Kanaya, N, Knaster Refolio, J, Köstner, S, Koratzinos, M, Kristic, R, Lacarrère, D, Lasseur, C, Lastoviicka, T, Laub, M, Liko, D, Lippmann, C, Lindner, R, Losasso, M, Maier, A, Mair, K, Maley, P, Mato-Vila, P, Moine, G, Morant, J, Moritz, M, Moscicki, J, Mücke, M, Müller, H, Nakada, T, Neufeld, N, Ocariz, J, Padilla Aranda, C, Parzefall, U, Patel, M, Pepé-Altarelli, M, Piedigrossi, D, Pivk, M, Pokorski, Witold, Ponce, S, Ranjard, F, Riegler, W, Renaud, J, Roiser, S, Roy, L, Ruf, T, Ruffinoni, D, Saladino, S, Sambade Varela, A, Santinelli, R, Schmelling, S, Schmidt, B, Schneider, T, Schöning, A, Schopper, A, Séguinot, Jacques, Snoeys, W, Smith, A, Smith, A C, Somogyi, P, Stoica, R, Tejessy, W, Teubert, F, Thomas, E, Toledo-Alarcon, J, Ullaland, O, Valassi, A, Vannerem, P, Veness, R, Wicht, P, Wiedner, D, Witzeling, W, Wright, A, Wyllie, K, Ypsilantis, T, Alves, A Augusto, Andrade, L M, Barbosa-Ademarlaudo, F, Bediaga, I, Cernicchiaro, G, Guerrer, G, Lima, H P, Machado, A A, Magnin, J, Marujo, F, De Miranda, J M, Reis, A, Santos, A, Toledo, A, Akiba, K, Amato, S, de Paula, B, De Paula, L, Da Silva, T, Gandelman, M, Lopes, J H, Maréchal, B, Moraes, D, Polycarpo, E, Rodrigues, F, Ballansat, J, Bastian, Y, Boget, D, De Bonis, I, Coco, V, David, P Y, Décamp, D, Delebecque, P, Drancourt, C, Dumont-Dayot, N, Girard, C, Lieunard, B, Minard, M N, Pietrzyk, B, Rambure, T, Rospabe, G, T'Jampens, S, Ajaltouni, Z, Böhner, G, Bonnefoy, R, Borras, D, Cârloganu, C, Chanal, H, Conte, E, Cornat, R, Crouau, M, Delage, E, Deschamps, O, Henrard, P, Jacquet, P, Lacan, C, Laubser, J, Lecoq, J, Lefèvre, R, Magne, M, Martemyanov, M, Mercier, M L, Monteil, S, Niess, V, Perret, P, Reinmuth, G, Robert, A, Suchorski, S, Arnaud, K, Aslanides, E, Babel, J, Benchouk, C, Cachemiche, J P, Cogan, J, Derue, F, Dinkespiler, B, Duval, P Y, Garonne, V, Favard, S, Le Gac, R, Leon, F, Leroy, O, Liotard, P L, Marin, F, Menouni, M, Ollive, P, Poss, S, Roche, A, Sapunov, M, Tocco, L, Viaud, B, Tsaregorodtsev, A, Amhis, Y, Barrand, G, Barsuk, S, Beigbeder, C, Beneyton, R, Breton, D, Callot, O, Charlet, D, D'Almagne, B, Duarte, O, Fulda-Quenzer, F, Jacholkowska, A, Jean-Marie, B, Lefrançois, J, Machefert, F, Robbe, P, Schune, M H, Tocut, V, Videau, I, Benayoun, M, David, P, Del Buono, L, Gilles, G, Domke, M, Futterschneider, H, Ilgner, C, Kapusta, P, Kolander, M, Krause, R, Lieng, M, Nedos, M, Rudloff, K, Schleich, S, Schwierz, R, Spaan, B, Wacker, K, Warda, K, Agari, M, Bauer, C, Baumeister, D, Bulian, N, Fuchs, H P, Fallot-Burghardt, W, Glebe, T, Hofmann, W, Knöpfle, K T, Löchner, S, Ludwig, A, Maciuc, F, Sánchez-Nieto, F, Schmelling, M, Schwingenheuer, B, Sexauer, E, Smale, N J, Trunk, U, Voss, H, Albrecht, J, Bachmann, S, Blouw, J, Deissenroth, M, Deppe, H, Dreis, H B, Eisele, F, Haas, T, Hansmann-Menzemer, S, Hennenberger, S, Knopf, J, Moch, M, Perieanu, A, Rabenecker, S, Rausch, A, Rummel, C, Rusnyak, R, Schiller, M, Stange, U, Uwer, U, Walter, M, Ziegler, R, Avoni, G, Balbi, G, Bonifazi, F, Bortolotti, D, Carbone, A, D'Antone, I, Galli, D, Gregori, D, Lax, I, Marconi, U, Peco, G, Vagnoni, V, Valenti, G, Vecchi, S, Bonivento, W, Cardini, A, Cadeddu, S, De Leo, V, Deplano, C, Furcas, S, Lai, A, Oldeman, R, Raspino, D, Saitta, B, Serra, N, Baldini, W, Brusa, S, Chiozzi, S, Cotta-Ramusino, A, Evangelisti, F, Franconieri, A, Germani, S, Gianoli, A, Guoming, L, Landi, L, Malaguti, R, Padoan, C, Pennini, C, Savrié, M, Squerzanti, S, Zhao, T, Zhu, M, Bizzeti, A, Graziani, G, Lenti, M, Lenzi, M, Maletta, F, Pennazzi, S, Passaleva, G, Veltri, M, Alfonsi, M, Anelli, M, Balla, A, Battisti, A, Bencivenni, G, Campana, P, Carletti, M, Ciambrone, P, Corradi, G, Dane, E, DiVirgilio, A, De Simone, P, Felici, G, Forti, C, Gatta, M, Lanfranchi, G, Murtas, F, Pistilli, M, Poli-Lener, M, Rosellini, R, Santoni, M, Saputi, A, Sarti, A, Sciubba, A, Zossi, A, Ameri, M, Cuneo, S, Fontanelli, F, Gracco, V, Mini, G, Parodi, M, Petrolini, A, Sannino, M, Vinci, A, Alemi, M, Arnaboldi, C, Bellunato, T, Calvi, M, Chignoli, F, De Lucia, A, Galotta, G, Mazza, R, Matteuzzi, C, Musy, M, Negri, P, Perego, D, Pessina, G, Auriemma, G, Bocci, V, Buccheri, A, Chiodi, G, Di Marco, S, Iacoangeli, F, Martellotti, G, Nobrega, R, Pelosi, A, Penso, G, Pinci, D, Rinaldi, W, Rossi, A, Santacesaria, R, Satriano, C, Carboni, G, Iannilli, M, Massafferri Rodrigues, A, Messi, R, Paoluzzi, G, Sabatino, G, Santovetti, E, Satta, A, Amoraal, J, van Apeldoorn, G, Arink, R, Van Bakel, N, Band, H, Bauer, T, Berkien, A, van Beuzekom, M, Bos, E, Bron, C, Ceelie, L, Doets, M, Van der Eijk, R, Fransen, J P, de Groen, P, Gromov, V, Hierck, R, Homma, J, Hommels, B, Hoogland, W, Jans, E, Jansen, F, Jansen, L, Jaspers, M, Kaan, B, Köne, B, Koopstra, J, Kroes, F, Kraan, M, Langedijk, J, Merk, M, Mos, S, Munneke, B, Palacios, J, Papadelis, A, Pellegrino, A, Van Petten, O, du Pree, T, Roeland, E, Rückstuhl, W, Schimmel, A, Schuijlenburg, H, Sluijk, T, Spelt, J, Stolte, J, Terrier, H, Tuning, N, Van Lysebetten, A, Vankov, P, Verkooijen, J, Verlaat, B, Vink, W, De Vries, H, Wiggers, L, Ybeles Smit, G, Zaitsev, N, Zupan, M, Zwart, A, van den Brand, J, Bulten, H J, De Jong, M, Ketel, T, Klous, S, Kos, J, M'charek, B, Mul, F, Raven, G, Simioni, E, Cheng, J, Dai, G, Deng, Z, Gao, Y, Gong, G, Gong, H, He, J, Hou, L, Li, J, Qian, W, Shao, B, Xue, T, Yang, Z, Zeng, M, Muryn, B, Ciba, K, Oblakowska-Mucha, A, Blocki, J, Galuszka, K, Hajduk, L, Michalowski, J, Natkaniec, Z, Polok, G, Stodulski, M, Witek, M, Brzozowski, K, Chlopik, A, Gawor, P, Guzik, Z, Nawrot, A, Srednicki, A, Syryczynski, K, Szczekowski, M, Constantin, F, Cristian, P, Mihon, G, Pavel, C, Stoica, S, Filippov, S, Gavrilov, Yu, Golyshkin, L, Gushchin, E, Karavichev, O, Klubakov, V, Kravchuk, L, Kutuzov, V, Laptev, S, Popov, S, Arefev, A, Bobchenko, B, Dolgoshein, V, Egorychev, V, Golutvin, A, Gushchin, O, Konoplyannikov, A, Korolko, I, Kvaratskheliia, T, Machikhiliyan, I, Malyshev, S, Mayatskaya, E, Prokudin, M, Rusinov, D, Rusinov, V, Shatalov, P, Shchutska, L, Tarkovskiy, E, Tayduganov, A, Voronchev, K, Zhiryakova, O, Bobrov, A, Bondar, A, Eidelman, S, Kozlinsky, A, Shekhtman, L, Belous, K S, Dzhelyadin, R I, Gelitsky, Yu V, Gouz, Yu P, Kachnov, K G, Kobelev, A S, Matveev, V D, Novikov, V P, Obraztsov, V F, Ostankov, A P, Romanovsky, V I, Rykalin, V I, Soldatov, A P, Soldatov, M M, Tchernov, E N, Yushchenko, O P, Bochin, B, Bondar, N, Fedorov, O, Golovtsov, V, Guets, S, Kashchuk, A, Lazarev, V, Maev, O, Neustroev, P, Sagidova, N, Spiridenkov, E, Volkov, S, Vorobyev, An, Vorobyov, A, Aguiló, E, Bota, S, Calvo, M, Comerma, A, Cano, X, Diéguez, A, Herms, A, López, E, Luengo, S, Garra, J, Garrido, L, Gascón, D, Gaspar de Valenzuela, A, González, C, Graciani, R, Graugès-Pous, E, Pérez-Calero Yzquierdo, A, Picatoste, E, Riera, J, Roselló, M, Ruiz, H, Vilasís, X, Xirgu, X, Adeva, B, Cid Vidal, X, Martenez Santos, D, Esperante-Pereira, D, Fungueirino-Pazos, J L, Gallas Torreira, A, Lois-Gómez, C, Pazos-Alvarez, A, Pérez-Trigo, E, Pló-Casasus, M, Rodriguez Cobo, C, Rodriguez Perez, P, Saborido, J J, Seco, M, Vázquez-Regueiro, P, Bartalini, P, Bay, A, Bettler, M O, Blanc, F, Borel, J, Carron, B, Currat, C, Conti, G, Dormond, O, Ermoline, Y, Fauland, P, Fernández, L, Frei, R, Gagliardi, G, Gueissaz, N, Haefeli, G, Hicheur, A, Jacoby, C, Jalocha, P, Jiménez-Otero, S, Hertig, J P, Knecht, M, Legger, F, Locatelli, L, Moser, J R, Needham, M, Nicolas, L, Perrin-Giacomin, A, Perroud, Jean-Pierre, Potterat, C, Ronga, F, Schneider, O, Schietinger, T, Steele, D, Studer, L, Tareb, M, Tran, M T, van Hunen, J, Vervink, K, Villa, S, Zwahlen, N, Bernet, R, Buchler, A, Gassner, J, Lehner, F, Sakhelashvili, T, Salzmann, C, Sievers, P, Steiner, S, Steinkamp, O, Straumann, U, Van Tilburg, J, Vollhardt, A, Volyanskyy, D, Ziegler, M, Dovbnya, A, Ranyuk, Yu, Shapoval, I, Borisova, M, Iakovenko, V, Kyva, V, Kovalchuk, O, Okhrimenko, O, Pugatch, V, Pylypchenko, Yu, Adinolfi, M, Brook, N H, Head, R D, Imong, J P, Lessnoff, K A, Metlica, F C D, Muir, A J, Rademacker, J H, Solomin, A, Szczypka, P M, Barham, C, Buszello, C, Dickens, J, Gibson, V, Haines, S, Harrison, K, Jones, C R, Katvars, S, Kerzel, U, Lazzeroni, C, Li, Y Y, Rogers, G, Storey, J, Skottowe, H, Wotton, S A, Adye, T J, Densham, C J, Easo, S, Franek, B, Loveridge, P, Morrow, D, Morris, J V, Nandakumar, R, Nardulli, J, Papanestis, A, Patrick, G N, Ricciardi, S, Woodward, M L, Zhang, Z, Chamonal, R J U, Clark, P J, Clarke, P, Eisenhardt, S, Gilardi, N, Khan, A, Kim, Y M, Lambert, Robert W, Lawrence, J, Main, A, McCarron, J, Mclean, C, Muheim, F, Osorio-Oliveros, A F, Playfer, S, Styles, N, Xie, Y, Bates, A, 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S, Decreuse, G, Degaudenzi, H, Dijkstra, H, Droulez, J P, Duarte Ramos, D, Dufey, J P, Dumps, R, Eckstein, D, Ferro-Luzzi, M, Fiedler, F, Filthaut, F, Flegel, W, Forty, R W, Fournier, C, Frank, M, Frei, C, Gaidioz, B, Gaspar, C, Gayde, J C, Gavillet, P, Go, A, Gracia-Abril, G, Graulich, J S, Giudici, P A, Guirao-Elias, A, Guglielmini, P, Gys, T, Hahn, F, Haider, S, Harvey, J, Hay, B, Hernando-Morata, J A, Herranz Alvarez, J, Van Herwijnen, E, Hilke, H J, Von Holtey, G, Hulsbergen, W, Jacobsson, R, Jamet, O, Joram, C, Jost, B, Kanaya, N, Knaster Refolio, J, Köstner, S, Koratzinos, M, Kristic, R, Lacarrère, D, Lasseur, C, Lastoviicka, T, Laub, M, Liko, D, Lippmann, C, Lindner, R, Losasso, M, Maier, A, Mair, K, Maley, P, Mato-Vila, P, Moine, G, Morant, J, Moritz, M, Moscicki, J, Mücke, M, Müller, H, Nakada, T, Neufeld, N, Ocariz, J, Padilla Aranda, C, Parzefall, U, Patel, M, Pepé-Altarelli, M, Piedigrossi, D, Pivk, M, Pokorski, Witold, Ponce, S, Ranjard, F, Riegler, W, Renaud, J, Roiser, S, Roy, L, Ruf, T, Ruffinoni, D, Saladino, S, Sambade Varela, A, Santinelli, R, Schmelling, S, Schmidt, B, Schneider, T, Schöning, A, Schopper, A, Séguinot, Jacques, Snoeys, W, Smith, A, Smith, A C, Somogyi, P, Stoica, R, Tejessy, W, Teubert, F, Thomas, E, Toledo-Alarcon, J, Ullaland, O, Valassi, A, Vannerem, P, Veness, R, Wicht, P, Wiedner, D, Witzeling, W, Wright, A, Wyllie, K, and Ypsilantis, T

19. The LHCb detector at the LHC

Author: Augusto Alves Jr., A., M. Andrade Filho, L., F. Barbosa, A., Bediaga, I., Cernicchiaro, G., Guerrer, G., P. Lima Jr, H., A. Machado, A., Magnin, J., Marujo, F., M. De Miranda, J., Reis, A., Santos, A., Toledo, A., Akiba, K., Amato, S., De Paula, B., De Paula, L., Da Silva, T., Gandelman, M., H. Lopes, J., Maréchal, B., Moraes, D., Polycarpo, E., Rodrigues, F., Ballansat, J., Bastian, Y., Boget, D., De Bonis, I., Coco, V., David, P.Y., Decamp, D., Delebecque, P., Drancourt, C., Dumont-Dayot, N., Girard, C., Lieunard, B., Minard, M.N., Pietrzyk, B., Rambure, T., Rospabe, G., T'Jampens, S., Ajaltouni, Z., Bohner, G., Bonnefoy, R., Borras, D., Carloganu, C., Chanal, H., Conte, E., Cornat, R., Crouau, M., Delage, E., Deschamps, O., Henrard, P., Jacquet, P., Lacan, C., Laubser, J., Lecoq, J., Lefèvre, R., Magne, M., Martemiyanov, M., Mercier, M.-L., Monteil, S., Niess, V., Perret, P., Reinmuth, G., Robert, A., Suchorski, S., Arnaud, K., Aslanides, E., Babel, J., Benchouk, C., Cachemiche, J.-P., Cogan, J., Derue, F., Dinkespiler, B., Duval, P.-Y., Garonne, V., Favard, S., Le Gac, R., Leon, F., Leroy, O., Liotard, P.-L., Marin, F., Menouni, M., Ollive, P., Poss, S., Roche, A., Sapunov, M., Tocco, L., Viaud, B., Tsaregorodtsev, A., Amhis, Y., Barrand, G., Barsuk, S., Beigbeder, C., Beneyton, R., Breton, D., Callot, O., Charlet, D., D'Almagne, B., Duarte, O., Fulda-Quenzer, F., Jacholkowska, A., Jean-Marie, B., Lefrancois, J., Machefert, F., Robbe, P., Schune, M.-H., Tocut, V., Videau, I., Benayoun, M., David, P., Del. Buono, L., Gilles, G., Domke, M., Futterschneider, H., Ilgner, Ch., Kapusta, P., Kolander, M., Krause, R., Lieng, M., Nedos, M., Rudloff, K., Schleich, S., Schwierz, R., Spaan, B., Wacker, K., Warda, K., Agari, M., Bauer, C., Baumeister, D., Bulian, N., P. Fuchs, H., Fallot-Burghardt, W., Glebe, T., Hofmann, W., T. Knöpfle, K., Löchner, S., Ludwig, A., Maciuc, F., Sanchez. Nieto, F., Schmelling, M., Schwingenheuer, B., Sexauer, E., J. Smale, N., Trunk, U., Voss, H., Albrecht, J., Bachmann, S., Blouw, J., Deissenroth, M., Deppe, H., B. Dreis, H., Eisele, F., Haas, T., Hansmann-Menzemer, S., Hennenberger, S., Knopf, J., Moch, M., Perieanu, A., Rabenecker, S., Rausch, A., Rummel, C., Rusnyak, R., Schiller, M., Stange, U., Uwer, U., Walter, M., Ziegler, R., Avoni, G., Balbi, G., Bonifazi, F., Bortolotti, D., Carbone, A., D'Antone, I., Galli, D., Gregori, D., Lax, I., Marconi, U., Peco, G., Vagnoni, V., Valenti, G., Vecchi, S., Bonivento, W., Cardini, A., Cadeddu, S., Deleo, V., Deplano, C., Furcas, S., Lai, A., Oldeman, R., Raspino, D., Saitta, B., Serra, N., Baldini, W., Brusa, S., Chiozzi, S., Cotta. Ramusino, A., Evangelisti, F., Franconieri, A., Germani, S., Gianoli, A., Guoming, L., Landi, L., Malaguti, R., Padoan, C., Pennini, C., Savriè, M., Squerzanti, S., Zhao, T., Zhu, M., Bizzeti, A., Graziani, G., Lenti, M., Lenzi, M., Maletta, F., Pennazzi, S., Passaleva, G., Veltri, M., Alfonsi, M., Anelli, M., Balla, A., Battisti, A., Bencivenni, G., Campana, P., Carletti, M., Ciambrone, P., Corradi, G., Dané, E., Divirgilio, A., Desimone, P., Felici, G., Forti, C., Gatta, M., Lanfranchi, G., Murtas, F., Pistilli, M., Poli. Lener, M., Rosellini, R., Santoni, M., Saputi, A., Sarti, A., Sciubba, A., Zossi, A., Ameri, M., Cuneo, S., Fontanelli, F., Gracco, V., Miní, G., Parodi, M., Petrolini, A., Sannino, M., Vinci, A., Alemi, M., Arnaboldi, C., Bellunato, T., Calvi, M., Chignoli, F., De Lucia, A., Galotta, G., Mazza, R., Matteuzzi, C., Musy, M., Negri, P., Perego, D., Pessina, G., Auriemma, G., Bocci, V., Buccheri, A., Chiodi, G., Di Marco, S., Iacoangeli, F., Martellotti, G., Nobrega, R., Pelosi, A., Penso, G., Pinci, D., Rinaldi, W., Rossi, A., Santacesaria, R., Satriano, C., Carboni, G., Iannilli, M., Massafferri Rodrigues, A., Messi, R., Paoluzzi, G., Sabatino, G., Santovetti, E., Satta, A., Amoraal, J., Van Apeldoorn, G., Arink, R., Van Bakel, N., Band, H., Bauer, Th., Berkien, A., Van Beuzekom, M., Bos, E., Bron, Ch., Ceelie, L., Doets, M., Van Der Eijk, R., Fransen, J.-P., De Groen, P., Gromov, V., Hierck, R., Homma, J., Hommels, B., Hoogland, W., Jans, E., Jansen, F., Jansen, L., Jaspers, M., Kaan, B., Koene, B., Koopstra, J., Kroes, F., Kraan, M., Langedijk, J., Merk, M., Mos, S., Munneke, B., Palacios, J., Papadelis, A., Pellegrino, A., Van Petten, O., Du. Pree, T., Roeland, E., Ruckstuhl, W., Schimmel, A., Schuijlenburg, H., Sluijk, T., Spelt, J., Stolte, J., Terrier, H., Tuning, N., Van Lysebetten, A., Vankov, P., Verkooijen, J., Verlaat, B., Vink, W., De Vries, H., Wiggers, L., Ybeles Smit, G., Zaitsev, N., Zupan, M., Zwart, A., Van Den Brand, J., J. Bulten, H., De Jong, M., Ketel, T., Klous, S., Kos, J., M'Charek, B., Mul, F., Raven, G., Simioni, E., Cheng, J., Dai, G., Deng, Z., Gao, Y., Gong, G., Gong, H., He, J., Hou, L., Li, J., Qian, W., Shao, B., Xue, T., Yang, Z., Zeng, M., Muryn, B., Ciba, K., Oblakowska-Mucha, A., Blocki, J., Galuszka, K., Hajduk, L., Michalowski, J., Natkaniec, Z., Polok, G., Stodulski, M., Witek, M., Brzozowski, K., Chlopik, A., Gawor, P., Guzik, Z., Nawrot, A., Srednicki, A., Syryczynski, K., Szczekowski, M., Constantin, F., Cristian, P., Mihon, Gh., Pavel, C., Stoica, S., Filippov, S., Gavrilov, Yu., Golyshkin, L., Gushchin, E., Karavichev, O., Klubakov, V., Kravchuk, L., Kutuzov, V., Laptev, S., Popov, S., Aref'Ev, A., Bobchenko, B., Dolgoshein, V., Egorychev, V., Golutvin, A., Gushchin, O., Konoplyannikov, A., Korolko, I., Kvaratskheliya, T., Machikhiliyan, I., Malyshev, S., Mayatskaya, E., Prokudin, M., Rusinov, D., Rusinov, V., Shatalov, P., Shchutska, L., Tarkovskiy, E., Tayduganov, A., Voronchev, K., Zhiryakova, O., Bobrov, A., Bondar, A., Eidelman, S., Kozlinsky, A., Shekhtman, L., S. Beloous, K., I. Dzhelyadin, R., V. Gelitsky, Yu., P. Gouz, Yu., G. Kachnov, K., S. Kobelev, A., D. Matveev, V., P. Novikov, V., F. Obraztsov, V., P. Ostankov, A., I. Romanovsky, V., I. Rykalin, V., P. Soldatov, A., M. Soldatov, M., N. Tchernov, E., P. Yushchenko, O., Bochin, B., Bondar, N., Fedorov, O., Golovtsov, V., Guets, S., Kashchuk, A., Lazarev, V., Maev, O., Neustroev, P., Sagidova, N., Spiridenkov, E., Volkov, S., Vorobyev, An., Vorobyov, A., Aguilo, E., Bota, S., Calvo, M., Comerma, A., Cano, X., Dieguez, A., Herms, A., Lopez, E., Luengo, S., Garra, J., Garrido, Ll., Gascon, D., Gaspar De Valenzuela, A., Gonzalez, C., Graciani, R., Grauges, E., Perez. Calero, A., Picatoste, E., Riera, J., Rosello, M., Ruiz, H., Vilasis, X., Xirgu, X., Adeva, B., Cid. Vidal, X., MartÉnez Santos, D., Esperante Pereira, D., L. Fungueiriño Pazos, J., Gallas Torreira, A., Lois Gómez, C., Pazos Alvarez, A., Pérez Trigo, E., Pló Casasús, M., Rodriguez Cobo, C., Rodríguez Pérez, P., J. Saborido, J., Seco, M., Vazquez Regueiro, P., Bartalini, P., Bay, A., Bettler, M.-O., Blanc, F., Borel, J., Carron, B., Currat, C., Conti, G., Dormond, O., Ermoline, Y., Fauland, P., Fernandez, L., Frei, R., Gagliardi, G., Gueissaz, N., Haefeli, G., Hicheur, A., Jacoby, C., Jalocha, P., Jimenez-Otero, S., Hertig, J.-P., Knecht, M., Legger, F., Locatelli, L., Moser, J.-R., Needham, M., Nicolas, L., Perrin-Giacomin, A., Perroud, J.-P., Potterat, C., Ronga, F., Schneider, O., Schietinger, T., Steele, D., Studer, L., Tareb, M., T. Tran, M., Van Hunen, J., Vervink, K., Villa, S., Zwahlen, N., Bernet, R., Büchler, A., Gassner, J., Lehner, F., Sakhelashvili, T., Salzmann, C., Sievers, P., Steiner, S., Steinkamp, O., Straumann, U., Van Tilburg, J., Vollhardt, A., Volyanskyy, D., Ziegler, M., Dovbnya, A., Ranyuk, Yu., Shapoval, I., Borisova, M., Iakovenko, V., Kyva, V., Kovalchuk, O., Okhrimenko, O., Pugatch, V., Pylypchenko, Yu., Adinolfi, M., H. Brook, N., D. Head, R., P. Imong, J., A. Lessnoff, K., C. D. Metlica, F., J. Muir, A., H. Rademacker, J., Solomin, A., M. Szczypka, P., Barham, C., Buszello, C., Dickens, J., Gibson, V., Haines, S., Harrison, K., R. Jones, C., Katvars, S., Kerzel, U., Lazzeroni, C., Y. Li, Y., Rogers, G., Storey, J., Skottowe, H., A. Wotton, S., J. Adye, T., J. Densham, C., Easo, S., Franek, B., Loveridge, P., Morrow, D., V. Morris, J., Nandakumar, R., Nardulli, J., Papanestis, A., N. Patrick, G., Ricciardi, S., L. Woodward, M., Zhang, Z., J. U. Chamonal, R., J. Clark, P., Clarke, P., Eisenhardt, S., Gilardi, N., Khan, A., M. Kim, Y., Lambert, R., Lawrence, J., Main, A., Mccarron, J., Mclean, C., Muheim, F., F. Osorio-Oliveros, A., Playfer, S., Styles, N., Xie, Y., Bates, A., Carson, L., Da Cunha Marinho, F., Doherty, F., Eklund, L., Gersabeck, M., Haddad, L., A. Macgregor, A., Melone, J., Mcewan, F., M. Petrie, D., K. Paterson, S., Parkes, C., Pickford, A., Rakotomiaramanana, B., Rodrigues, E., F. Saavedra, A., J. P. Soler, F., Szumlak, T., Viret, S., Allebone, L., Awunor, O., Back, J., Barber, G., Barnes, C., Cameron, B., Clark, D., Clark, I., Dornan, P., Duane, A., Eames, C., Egede, U., Girone, M., Greenwood, S., Hallam, R., Hare, R., Howard, A., Jolly, S., Kasey, V., Khaleeq, M., Koppenburg, P., Miller, D., Plackett, R., Price, D., Reece, W., Savage, P., Savidge, T., Simmons, B., Vidal-Sitjes, G., Websdale, D., Affolder, A., S. Anderson, J., F. Biagi, S., J. V. Bowcock, T., L. Carroll, J., Casse, G., Cooke, P., Donleavy, S., Dwyer, L., Hennessy, K., Huse, T., Hutchcroft, D., Jones, D., Lockwood, M., Mccubbin, M., Mcnulty, R., Muskett, D., Noor, A., D. Patel, G., Rinnert, K., Shears, T., A. Smith, N., Southern, G., Stavitski, I., Sutcliffe, P., Tobin, M., M. Traynor, S., Turner, P., Whitley, M., Wormald, M., Wright, V., H. Bibby, J., Brisbane, S., Brock, M., Charles, M., Cioffi, C., V. Gligorov, V., Handford, T., Harnew, N., Harris, F., J. J. John, M., Jones, M., Libby, J., Martin, L., A. Mcarthur, I., Muresan, R., Newby, C., Ottewell, B., Powell, A., Rotolo, N., S. Senanayake, R., Somerville, L., Soroko, A., Spradlin, P., Sullivan, P., Stokes-Rees, I., Topp-Jorgensen, S., Xing, F., Wilkinson, G., Artuso, M., Belyaev, I., Blusk, S., Lefeuvre, G., Menaa, N., Menaa-Sia, R., Mountain, R., Skwarnicki, T., Stone, S., C. Wang, J., Abadie, L., Aglieri-Rinella, G., Albrecht, E., André, J., Anelli, G., Arnaud, N., Augustinus, A., Bal, F., C. Barandela Pazos, M., Barczyk, A., Bargiotti, M., Batista. Lopes, J., Behrendt, O., Berni, S., Binko, P., Bobillier, V., Braem, A., Brarda, L., Buytaert, J., Camilleri, L., Cambpell, M., Castellani, G., Cataneo, F., Cattaneo, M., Chadaj, B., Charpentier, P., Cherukuwada, S., Chesi, E., Christiansen, J., Chytracek, R., Clemencic, M., Closier, J., Collins, P., Colrain, P., Cooke, O., Corajod, B., Corti, G., D'Ambrosio, C., Damodaran, B., David, C., De Capua, S., Decreuse, G., Degaudenzi, H., Dijkstra, H., Droulez, J.-P., Duarte Ramos, D., P. Dufey, J., Dumps, R., Eckstein, D., Ferro-Luzzi, M., Fiedler, F., Filthaut, F., Flegel, W., Forty, R., Fournier, C., Frank, M., Frei, C., Gaidioz, B., Gaspar, C., Gayde, J.-C., Gavillet, P., Go, A., Gracia. Abril, G., Graulich, J.-S., Giudici, P.-A., Guirao. Elias, A., Guglielmini, P., Gys, T., Hahn, F., Haider, S., Harvey, J., Hay, B., Hernando Morata, J.-A., Herranz Alvarez, J., Van Herwijnen, E., J. Hilke, H., Von. Holtey, G., Hulsbergen, W., Jacobsson, R., Jamet, O., Joram, C., Jost, B., Kanaya, N., Knaster Refolio, J., Koestner, S., Koratzinos, M., Kristic, R., Lacarrère, D., Lasseur, C., Lastovicka, T., Laub, M., Liko, D., Lippmann, C., Lindner, R., Losasso, M., Maier, A., Mair, K., Maley, P., Mato. Vila, P., Moine, G., Morant, J., Moritz, M., Moscicki, J., Muecke, M., Mueller, H., Nakada, T., Neufeld, N., Ocariz, J., Padilla Aranda, C., Parzefall, U., Patel, M., Pepe-Altarelli, M., Piedigrossi, D., Pivk, M., Pokorski, W., Ponce, S., Ranjard, F., Riegler, W., Renaud, J., Roiser, S., Roy, L., Ruf, T., Ruffinoni, D., Saladino, S., Sambade Varela, A., Santinelli, R., Schmelling, S., Schmidt, B., Schneider, T., Schöning, A., Schopper, A., Seguinot, J., Snoeys, W., Smith, A., C. Smith, A., Somogyi, P., Stoica, R., Tejessy, W., Teubert, F., Thomas, E., Toledo Alarcon, J., Ullaland, O., Valassi, A., Vannerem, P., Veness, R., Wicht, P., Wiedner, D., Witzeling, W., Wright, A., Wyllie, K., Ypsilantis, T., Augusto Alves Jr., A., M. Andrade Filho, L., F. Barbosa, A., Bediaga, I., Cernicchiaro, G., Guerrer, G., P. Lima Jr, H., A. Machado, A., Magnin, J., Marujo, F., M. De Miranda, J., Reis, A., Santos, A., Toledo, A., Akiba, K., Amato, S., De Paula, B., De Paula, L., Da Silva, T., Gandelman, M., H. Lopes, J., Maréchal, B., Moraes, D., Polycarpo, E., Rodrigues, F., Ballansat, J., Bastian, Y., Boget, D., De Bonis, I., Coco, V., David, P.Y., Decamp, D., Delebecque, P., Drancourt, C., Dumont-Dayot, N., Girard, C., Lieunard, B., Minard, M.N., Pietrzyk, B., Rambure, T., Rospabe, G., T'Jampens, S., Ajaltouni, Z., Bohner, G., Bonnefoy, R., Borras, D., Carloganu, C., Chanal, H., Conte, E., Cornat, R., Crouau, M., Delage, E., Deschamps, O., Henrard, P., Jacquet, P., Lacan, C., Laubser, J., Lecoq, J., Lefèvre, R., Magne, M., Martemiyanov, M., Mercier, M.-L., Monteil, S., Niess, V., Perret, P., Reinmuth, G., Robert, A., Suchorski, S., Arnaud, K., Aslanides, E., Babel, J., Benchouk, C., Cachemiche, J.-P., Cogan, J., Derue, F., Dinkespiler, B., Duval, P.-Y., Garonne, V., Favard, S., Le Gac, R., Leon, F., Leroy, O., Liotard, P.-L., Marin, F., Menouni, M., Ollive, P., Poss, S., Roche, A., Sapunov, M., Tocco, L., Viaud, B., Tsaregorodtsev, A., Amhis, Y., Barrand, G., Barsuk, S., Beigbeder, C., Beneyton, R., Breton, D., Callot, O., Charlet, D., D'Almagne, B., Duarte, O., Fulda-Quenzer, F., Jacholkowska, A., Jean-Marie, B., Lefrancois, J., Machefert, F., Robbe, P., Schune, M.-H., Tocut, V., Videau, I., Benayoun, M., David, P., Del. Buono, L., Gilles, G., Domke, M., Futterschneider, H., Ilgner, Ch., Kapusta, P., Kolander, M., Krause, R., Lieng, M., Nedos, M., Rudloff, K., Schleich, S., Schwierz, R., Spaan, B., Wacker, K., Warda, K., Agari, M., Bauer, C., Baumeister, D., Bulian, N., P. Fuchs, H., Fallot-Burghardt, W., Glebe, T., Hofmann, W., T. Knöpfle, K., Löchner, S., Ludwig, A., Maciuc, F., Sanchez. Nieto, F., Schmelling, M., Schwingenheuer, B., Sexauer, E., J. Smale, N., Trunk, U., Voss, H., Albrecht, J., Bachmann, S., Blouw, J., Deissenroth, M., Deppe, H., B. Dreis, H., Eisele, F., Haas, T., Hansmann-Menzemer, S., Hennenberger, S., Knopf, J., Moch, M., Perieanu, A., Rabenecker, S., Rausch, A., Rummel, C., Rusnyak, R., Schiller, M., Stange, U., Uwer, U., Walter, M., Ziegler, R., Avoni, G., Balbi, G., Bonifazi, F., Bortolotti, D., Carbone, A., D'Antone, I., Galli, D., Gregori, D., Lax, I., Marconi, U., Peco, G., Vagnoni, V., Valenti, G., Vecchi, S., Bonivento, W., Cardini, A., Cadeddu, S., Deleo, V., Deplano, C., Furcas, S., Lai, A., Oldeman, R., Raspino, D., Saitta, B., Serra, N., Baldini, W., Brusa, S., Chiozzi, S., Cotta. Ramusino, A., Evangelisti, F., Franconieri, A., Germani, S., Gianoli, A., Guoming, L., Landi, L., Malaguti, R., Padoan, C., Pennini, C., Savriè, M., Squerzanti, S., Zhao, T., Zhu, M., Bizzeti, A., Graziani, G., Lenti, M., Lenzi, M., Maletta, F., Pennazzi, S., Passaleva, G., Veltri, M., Alfonsi, M., Anelli, M., Balla, A., Battisti, A., Bencivenni, G., Campana, P., Carletti, M., Ciambrone, P., Corradi, G., Dané, E., Divirgilio, A., Desimone, P., Felici, G., Forti, C., Gatta, M., Lanfranchi, G., Murtas, F., Pistilli, M., Poli. Lener, M., Rosellini, R., Santoni, M., Saputi, A., Sarti, A., Sciubba, A., Zossi, A., Ameri, M., Cuneo, S., Fontanelli, F., Gracco, V., Miní, G., Parodi, M., Petrolini, A., Sannino, M., Vinci, A., Alemi, M., Arnaboldi, C., Bellunato, T., Calvi, M., Chignoli, F., De Lucia, A., Galotta, G., Mazza, R., Matteuzzi, C., Musy, M., Negri, P., Perego, D., Pessina, G., Auriemma, G., Bocci, V., Buccheri, A., Chiodi, G., Di Marco, S., Iacoangeli, F., Martellotti, G., Nobrega, R., Pelosi, A., Penso, G., Pinci, D., Rinaldi, W., Rossi, A., Santacesaria, R., Satriano, C., Carboni, G., Iannilli, M., Massafferri Rodrigues, A., Messi, R., Paoluzzi, G., Sabatino, G., Santovetti, E., Satta, A., Amoraal, J., Van Apeldoorn, G., Arink, R., Van Bakel, N., Band, H., Bauer, Th., Berkien, A., Van Beuzekom, M., Bos, E., Bron, Ch., Ceelie, L., Doets, M., Van Der Eijk, R., Fransen, J.-P., De Groen, P., Gromov, V., Hierck, R., Homma, J., Hommels, B., Hoogland, W., Jans, E., Jansen, F., Jansen, L., Jaspers, M., Kaan, B., Koene, B., Koopstra, J., Kroes, F., Kraan, M., Langedijk, J., Merk, M., Mos, S., Munneke, B., Palacios, J., Papadelis, A., Pellegrino, A., Van Petten, O., Du. Pree, T., Roeland, E., Ruckstuhl, W., Schimmel, A., Schuijlenburg, H., Sluijk, T., Spelt, J., Stolte, J., Terrier, H., Tuning, N., Van Lysebetten, A., Vankov, P., Verkooijen, J., Verlaat, B., Vink, W., De Vries, H., Wiggers, L., Ybeles Smit, G., Zaitsev, N., Zupan, M., Zwart, A., Van Den Brand, J., J. Bulten, H., De Jong, M., Ketel, T., Klous, S., Kos, J., M'Charek, B., Mul, F., Raven, G., Simioni, E., Cheng, J., Dai, G., Deng, Z., Gao, Y., Gong, G., Gong, H., He, J., Hou, L., Li, J., Qian, W., Shao, B., Xue, T., Yang, Z., Zeng, M., Muryn, B., Ciba, K., Oblakowska-Mucha, A., Blocki, J., Galuszka, K., Hajduk, L., Michalowski, J., Natkaniec, Z., Polok, G., Stodulski, M., Witek, M., Brzozowski, K., Chlopik, A., Gawor, P., Guzik, Z., Nawrot, A., Srednicki, A., Syryczynski, K., Szczekowski, M., Constantin, F., Cristian, P., Mihon, Gh., Pavel, C., Stoica, S., Filippov, S., Gavrilov, Yu., Golyshkin, L., Gushchin, E., Karavichev, O., Klubakov, V., Kravchuk, L., Kutuzov, V., Laptev, S., Popov, S., Aref'Ev, A., Bobchenko, B., Dolgoshein, V., Egorychev, V., Golutvin, A., Gushchin, O., Konoplyannikov, A., Korolko, I., Kvaratskheliya, T., Machikhiliyan, I., Malyshev, S., Mayatskaya, E., Prokudin, M., Rusinov, D., Rusinov, V., Shatalov, P., Shchutska, L., Tarkovskiy, E., Tayduganov, A., Voronchev, K., Zhiryakova, O., Bobrov, A., Bondar, A., Eidelman, S., Kozlinsky, A., Shekhtman, L., S. Beloous, K., I. Dzhelyadin, R., V. Gelitsky, Yu., P. Gouz, Yu., G. Kachnov, K., S. Kobelev, A., D. Matveev, V., P. Novikov, V., F. Obraztsov, V., P. Ostankov, A., I. Romanovsky, V., I. Rykalin, V., P. Soldatov, A., M. Soldatov, M., N. Tchernov, E., P. Yushchenko, O., Bochin, B., Bondar, N., Fedorov, O., Golovtsov, V., Guets, S., Kashchuk, A., Lazarev, V., Maev, O., Neustroev, P., Sagidova, N., Spiridenkov, E., Volkov, S., Vorobyev, An., Vorobyov, A., Aguilo, E., Bota, S., Calvo, M., Comerma, A., Cano, X., Dieguez, A., Herms, A., Lopez, E., Luengo, S., Garra, J., Garrido, Ll., Gascon, D., Gaspar De Valenzuela, A., Gonzalez, C., Graciani, R., Grauges, E., Perez. Calero, A., Picatoste, E., Riera, J., Rosello, M., Ruiz, H., Vilasis, X., Xirgu, X., Adeva, B., Cid. Vidal, X., MartÉnez Santos, D., Esperante Pereira, D., L. Fungueiriño Pazos, J., Gallas Torreira, A., Lois Gómez, C., Pazos Alvarez, A., Pérez Trigo, E., Pló Casasús, M., Rodriguez Cobo, C., Rodríguez Pérez, P., J. Saborido, J., Seco, M., Vazquez Regueiro, P., Bartalini, P., Bay, A., Bettler, M.-O., Blanc, F., Borel, J., Carron, B., Currat, C., Conti, G., Dormond, O., Ermoline, Y., Fauland, P., Fernandez, L., Frei, R., Gagliardi, G., Gueissaz, N., Haefeli, G., Hicheur, A., Jacoby, C., Jalocha, P., Jimenez-Otero, S., Hertig, J.-P., Knecht, M., Legger, F., Locatelli, L., Moser, J.-R., Needham, M., Nicolas, L., Perrin-Giacomin, A., Perroud, J.-P., Potterat, C., Ronga, F., Schneider, O., Schietinger, T., Steele, D., Studer, L., Tareb, M., T. Tran, M., Van Hunen, J., Vervink, K., Villa, S., Zwahlen, N., Bernet, R., Büchler, A., Gassner, J., Lehner, F., Sakhelashvili, T., Salzmann, C., Sievers, P., Steiner, S., Steinkamp, O., Straumann, U., Van Tilburg, J., Vollhardt, A., Volyanskyy, D., Ziegler, M., Dovbnya, A., Ranyuk, Yu., Shapoval, I., Borisova, M., Iakovenko, V., Kyva, V., Kovalchuk, O., Okhrimenko, O., Pugatch, V., Pylypchenko, Yu., Adinolfi, M., H. Brook, N., D. Head, R., P. Imong, J., A. Lessnoff, K., C. D. Metlica, F., J. Muir, A., H. Rademacker, J., Solomin, A., M. Szczypka, P., Barham, C., Buszello, C., Dickens, J., Gibson, V., Haines, S., Harrison, K., R. Jones, C., Katvars, S., Kerzel, U., Lazzeroni, C., Y. Li, Y., Rogers, G., Storey, J., Skottowe, H., A. Wotton, S., J. Adye, T., J. Densham, C., Easo, S., Franek, B., Loveridge, P., Morrow, D., V. Morris, J., Nandakumar, R., Nardulli, J., Papanestis, A., N. Patrick, G., Ricciardi, S., L. Woodward, M., Zhang, Z., J. U. Chamonal, R., J. Clark, P., Clarke, P., Eisenhardt, S., Gilardi, N., Khan, A., M. Kim, Y., Lambert, R., Lawrence, J., Main, A., Mccarron, J., Mclean, C., Muheim, F., F. Osorio-Oliveros, A., Playfer, S., Styles, N., Xie, Y., Bates, A., Carson, L., Da Cunha Marinho, F., Doherty, F., Eklund, L., Gersabeck, M., Haddad, L., A. Macgregor, A., Melone, J., Mcewan, F., M. Petrie, D., K. Paterson, S., Parkes, C., Pickford, A., Rakotomiaramanana, B., Rodrigues, E., F. Saavedra, A., J. P. Soler, F., Szumlak, T., Viret, S., Allebone, L., Awunor, O., Back, J., Barber, G., Barnes, C., Cameron, B., Clark, D., Clark, I., Dornan, P., Duane, A., Eames, C., Egede, U., Girone, M., Greenwood, S., Hallam, R., Hare, R., Howard, A., Jolly, S., Kasey, V., Khaleeq, M., Koppenburg, P., Miller, D., Plackett, R., Price, D., Reece, W., Savage, P., Savidge, T., Simmons, B., Vidal-Sitjes, G., Websdale, D., Affolder, A., S. Anderson, J., F. Biagi, S., J. V. Bowcock, T., L. Carroll, J., Casse, G., Cooke, P., Donleavy, S., Dwyer, L., Hennessy, K., Huse, T., Hutchcroft, D., Jones, D., Lockwood, M., Mccubbin, M., Mcnulty, R., Muskett, D., Noor, A., D. Patel, G., Rinnert, K., Shears, T., A. Smith, N., Southern, G., Stavitski, I., Sutcliffe, P., Tobin, M., M. Traynor, S., Turner, P., Whitley, M., Wormald, M., Wright, V., H. Bibby, J., Brisbane, S., Brock, M., Charles, M., Cioffi, C., V. Gligorov, V., Handford, T., Harnew, N., Harris, F., J. J. John, M., Jones, M., Libby, J., Martin, L., A. 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Abstract: The LHCb experiment is dedicated to precision measurements of CP violation and rare decays of B hadrons at the Large Hadron Collider (LHC) at CERN (Geneva). The initial configuration and expected performance of the detector and associated systems, as established by test beam measurements and simulation studies, is described.
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19 results on '"Giudici, P"'

1. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

2. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

3. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

4. Predictive performance of multi-model ensemble forecasts of COVID-19 across European nations

5. The impact of the SARS-CoV-2 pandemic on financial markets: a seismologic approach

6. CLADAG 2015 special issue: Selected papers on classification and data analysis

7. Investigation of proton damage in III-V semiconductors by optical spectroscopy

8. Art. 2391 bis

9. Evolutionary Customer Evaluation: A Dynamic Approach to a Banking Case

10. Component analysis for structural equation models with concomitant indicators

11. Concentration measures for risk analysis

12. A threshold based approach to merge data in financial risk management

13. The LHCb Detector at the LHC

14. An integrated approach project for the revaluation of a traditional sourdough bread production chain

15. A statistical method to optimize the combination of internal and external data in operational risk measurement

16. Efficient construction of reversible jump Markov chain Monte Carlo proposal distributions.

17. Efficient construction of reversible jump Markov chain Monte Carlo proposal distributions.

18. The LHCb Detector at the LHC

19. The LHCb detector at the LHC

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