Search

Your search keyword '"Srinivasan, Ravi"' showing total 372 results
Start Over Author "Srinivasan, Ravi"
372 results on '"Srinivasan, Ravi"'

1. Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization

Author

Srinivasan, Ravi, Mignacco, Francesca, Sorbaro, Martino, Refinetti, Maria, Cooper, Avi, Kreiman, Gabriel, and Dellaferrera, Giorgia

Subjects
Computer Science - Machine Learning
Abstract

"Forward-only" algorithms, which train neural networks while avoiding a backward pass, have recently gained attention as a way of solving the biologically unrealistic aspects of backpropagation. Here, we first address compelling challenges related to the "forward-only" rules, which include reducing the performance gap with backpropagation and providing an analytical understanding of their dynamics. To this end, we show that the forward-only algorithm with top-down feedback is well-approximated by an "adaptive-feedback-alignment" algorithm, and we analytically track its performance during learning in a prototype high-dimensional setting. Then, we compare different versions of forward-only algorithms, focusing on the Forward-Forward and PEPITA frameworks, and we show that they share the same learning principles. Overall, our work unveils the connections between three key neuro-inspired learning rules, providing a link between "forward-only" algorithms, i.e., Forward-Forward and PEPITA, and an approximation of backpropagation, i.e., Feedback Alignment.

Published
2023

7. Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences

Author

Brown, Daniel S., Coleman, Russell, Srinivasan, Ravi, and Niekum, Scott

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

Bayesian reward learning from demonstrations enables rigorous safety and uncertainty analysis when performing imitation learning. However, Bayesian reward learning methods are typically computationally intractable for complex control problems. We propose Bayesian Reward Extrapolation (Bayesian REX), a highly efficient Bayesian reward learning algorithm that scales to high-dimensional imitation learning problems by pre-training a low-dimensional feature encoding via self-supervised tasks and then leveraging preferences over demonstrations to perform fast Bayesian inference. Bayesian REX can learn to play Atari games from demonstrations, without access to the game score and can generate 100,000 samples from the posterior over reward functions in only 5 minutes on a personal laptop. Bayesian REX also results in imitation learning performance that is competitive with or better than state-of-the-art methods that only learn point estimates of the reward function. Finally, Bayesian REX enables efficient high-confidence policy evaluation without having access to samples of the reward function. These high-confidence performance bounds can be used to rank the performance and risk of a variety of evaluation policies and provide a way to detect reward hacking behaviors., Comment: In proceedings ICML 2020

Published
2020

8. Early Detection of Influenza outbreaks in the United States

Author

Liu, Kai, Srinivasan, Ravi, and Meyers, Lauren Ancel

Subjects
Statistics - Applications, Quantitative Biology - Populations and Evolution
Abstract

Public health surveillance systems often fail to detect emerging infectious diseases, particularly in resource limited settings. By integrating relevant clinical and internet-source data, we can close critical gaps in coverage and accelerate outbreak detection. Here, we present a multivariate algorithm that uses freely available online data to provide early warning of emerging influenza epidemics in the US. We evaluated 240 candidate predictors and found that the most predictive combination does \textit{not} include surveillance or electronic health records data, but instead consists of eight Google search and Wikipedia pageview time series reflecting changing levels of interest in influenza-related topics. In cross validation on 2010-2016 data, this algorithm sounds alarms an average of 16.4 weeks prior to influenza activity reaching the Center for Disease Control and Prevention (CDC) threshold for declaring the start of the season. In an out-of-sample test on data from the rapidly-emerging fall wave of the 2009 H1N1 pandemic, it recognized the threat five weeks in advance of this surveillance threshold. Simpler algorithms, including fixed week-of-the-year triggers, lag the optimized alarms by only a few weeks when detecting seasonal influenza, but fail to provide early warning in the 2009 pandemic scenario. This demonstrates a robust method for designing next generation outbreak detection algorithms. By combining scan statistics with machine learning, it identifies tractable combinations of data sources (from among thousands of candidates) that can provide early warning of emerging infectious disease threats worldwide.

Published
2019

13. Behavioral Phenotyping for Predictive Model Equity and Interpretability in STEM Education

Author

Tyler, Marcus, Liu, Alex, Srinivasan, Ravi, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Roll, Ido, editor, McNamara, Danielle, editor, Sosnovsky, Sergey, editor, Luckin, Rose, editor, and Dimitrova, Vania, editor

Published
2021
Full Text
View/download PDF

14. Use of Telemedicine for Postdischarge Assessment of the Surgical Wound: International Cohort Study, and Systematic Review With Meta-analysis

Author

Glasbey, James, Trout, Issi, Adeyeye, Victoria, Ademuyiwa, Adesoji, Adisa, Adewale, Bhatt, Alisha, Biccard, Bruce, Brocklehurst, Peter, Chakrabortee, Sohini, Allen Ingabire, Jean De La Croix, Dossou, Francis Moïse, Durán, Irani, Dutta, Rohini, Ghosh, Dhruva, Gyamfi, Frank, Hardy, Pollyanna, Hyman, Gabriella, Jain, Ritu, Kadir, Bryar, Knight, Stephen, Ladipo-Ajayi, Oluwaseun, Lawani, Ismail, Lawani, Souliath, Lillywhite, Rachel, Macefield, Rhiannon, Magill, Laura, Martin, Janet, Mathers, Jonathan, McLean, Kenneth, Mistry, Unam, Mittal, Rohin, Moore, Rachel, Morton, Dion, Ntirenganya, Faustin, Ofori, Emmanuel, Pearse, Rupert, Peón, Alberto, Pinkney, Thomas, Medina, Antonio Ramos de la, Ronald, Tubasiime, Roman, David, Simoes, Joana, Slade, Anita, Tabiri, Stephen, Smith, Donna, Harrison, Ewen, Bhangu, Aneel, Glasbey, James, Trout, Issi, Bhangu, Aneel, Runigamugabo, Azmina Verjee Emmy, Ademuyiwa, Adesoji O, Adisa, Adewale O, Aguilera, Maria Lorena, Altamini, Afnan, Alexander, Philip, Al-Saqqa, Sara W, Borda-Luque, Giuliano, Cornick, Jen, Costas-Chavarri, Ainhoa, Drake, Thomas M, Fergusson, Stuart J, Fitzgerald, J Edward, Glasbey, James, Ingabire, J.C Allen, Ismaïl, Lawani, Jaffry, Zahra, Salem, Hosni Khairy, Khatri, Chetan, Kirby, Andrew, Kojo, Anyomih Theophilus Teddy, Lapitan, Marie Carmela, Lilford, Richard, Mihaljevic, Andre L, Mohan, Midhun, Morton, Dion, Mutabazi, Alphonse Zeta, Nepogodiev, Dmitri, Ntirenganya, Faustin, Ots, Riinu, Pata, Francesco, Pinkney, Thomas, Poškus, Tomas, Qureshi, Ahmad Uzair, la Medina, Antonio Ramos-De, Rayne, Sarah, Recinos, Gustavo, Søreide, Kjetil, Shaw, Catherine A, Shu, Sebastian, Spence, Richard, Smart, Neil, Tabiri, Stephen, Lilford, Richard, Morton, Dion, Harrison, Ewen M, Bhangu, Aneel, Modolo, Maria Marta, Iyer, Dushyant, King, Sebastian, Arthur, Tom, Nahar, Sayeda Nazmum, Waterman, Ade, Ismaïl, Lawani, Walsh, Michael, Agarwal, Arnav, Zani, Augusto, Firdouse, Mohammed, Rouse, Tyler, Liu, Qinyang, Correa, Juan Camilo, Salem, Hosni Khairy, Talving, Peep, Worku, Mengistu, Arnaud, Alexis, Tabiri, Stephen, Kalles, Vassilis, Aguilera, Maria Lorena, Recinos, Gustavo, Kumar, Basant, Kumar, Sunil, Amandito, Radhian, Quek, Roy, Pata, Francesco, Ansaloni, Luca, Altibi, Ahmed, Venskutonis, Donatas, Zilinskas, Justas, Poskus, Tomas, Whitaker, John, Msosa, Vanessa, Tew, Yong Yong, Farrugia, Alexia, Borg, Elaine, la Medina, Antonio Ramos-De, Bentounsi, Zineb, Ademuyiwa, Adesoji O, Søreide, Kjetil, Gala, Tanzeela, Al-Slaibi, Ibrahim, Tahboub, Haya, Alser, Osaid H., Romani, Diego, Shu, Sebestian, Major, Piotr, Mironescu, Aurel, Bratu, Matei, Kourdouli, Amar, Ndajiwo, Aliyu, Altwijri, Abdulaziz, Alsaggaf, Mohammed Ubaid, Gudal, Ahmad, Jubran, Al Faifi, Seisay, Sam, Lieske, Bettina, Rayne, Sarah, Spence, Richard, Ortega, Irene, Jeyakumar, Jenifa, Senanayake, Kithsiri J., Abdulbagi, Omar, Cengiz, Yucel, Raptis, Dmitri, Altinel, Yuksel, Kong, Chia, Teasdale, Ella, Irwin, Gareth, Stoddart, Michael, Kabariti, Rakan, Suresh, Sukrit, Gash, Katherine, Narayanan, Ragavan, Maimbo, Mayaba, Grizhja, Besmir, Ymeri, Shpetim, Galiqi, Gezim, Klappenbach, Roberto, Antezana, Diego, Beleño, Alvaro Enrique Mendoza, Costa, Cecilia, Sanchez, Belen, Marta Modolo, Susan Aviles Maria, Fermani, Claudio Gabriel, Balmaceda, Rubén, Villalobos, Santiago, Carmona, Juan Manuel, Hamill, Daniel, Deutschmann, Peter, Sandler, Simone, Cox, Daniel, Nataraja, Ram, Sharpin, Claire, Ljuhar, Damir, Gray, Demi, Iyer, Morgan Haines Dush, Niranjan, Nithya, D’Amours, Scott, Ashtari, Morvarid, Franco, Helena, Mitul, Ashrarur Rahman, Karim, Sabbir, Aman, Nowrin F., Umme Salma, Mahnuma Mahfuz Estee, Razzaque, Joyeta, Kanta, Tasnia Hamid, Tori, Sayeeda Aktar, Alamin, Shadid, Roy, Swapnil, Amin, Shadid Al, Haque, Rezaul Karim Muhtarima, Faruq, Amreen, Iftekhar, Farhana, O’Shea, Margaret, Padmore, Greg, Litvin, Ramesh Jonnalagadda Andrey, Filatau, Aliaksandr, Paulouski, Dzmitry, Shubianok, Maryna, Shachykava, Tatsiana, Khokha, Dzianis, Djivoh, Vladimir Khokha Fernande, Ismaïl, Lawani, Morel Seto, Francis Dossou Djifid, Gbessi, Dansou Gaspard, Noukpozounkou, Bruno, Souaibou, Yacoubou Imorou, Keke, Kpèmahouton René, Stephane Ahounou, Fred Hodonou Ernest Yemalin, Bedada, Thierry Alihonou Alemayehu Ginbo, Nsengiyumva, Carlos, Kwizera, Sandrine, Choi, Venerand Barendegere Philip, Stock, Simon, Jamal, Luai, Firdouse, Mohammed, Zani, Augusto, Azzie, Georges, Kushwaha, Sameer, Agarwal, Arnav, Chen, Tzu-Ling, Yip, Chingwan, Montes, Irene, Zapata, Felipe, Sierra, Sebastian, Lanau, Maria Isabel Villegas, Arango, Maria Clara Mendoza, Restrepo, Ivan Mendoza, Sierra, Sebastian, Giraldo, Ruben Santiago Restrepo, Arango, Maria Clara Mendoza, Domini, Edgar, Karlo, Robert, Mihanovic, Jakov, Youssef, Mohamed, Elfeki, Hossam, Thabet, Waleed, Sanad, Aly, Tawfik, Gehad, Zaki, Ahmed, Abdel-Hameed, Noran, Mostafa, Mohamed, Omar, Muhammad Fathi Waleed, Ghanem, Ahmed, Abdallah, Emad, Denewar, Adel, Emara, Eman, Rashad, Eman, Sakr, Ahmad, Elashry, Rehab, Emile, Sameh, Khafagy, Toqa, Elhamouly, Sara, Elfarargy, Arwa, Mohamed, Amna Mamdouh, Nagy, Ghada Saied, Esam, Abeer, Elwy, Eman, Hammad, Aya, Khallaf, Salwa, Ibrahim, Eman, Saidbadr, Ahmed, Moustafa, Ahmed, Mohammed, Amany Eldosouky, Elgheriany, Mohammed, Abdelmageed, Eman, Raouf, Eman Abd Al, Elbanby, Esraa Samir, Elmasry, Maha, Farahat, Mahitab Morsy, Mansor, Eman Yahya, Hegazy, Eman Magdy, Gamal, Esraa, Gamal, Heba, Kandil, Hend, Abdelrouf, Doaa Maher, Moaty, Mohamed, Gamal, Dina, El-Sagheer, Nada, Salah, Mohamed, Magdy, Salma, Salah, Asmaa, Essam, Ahmed, Ali, Ahmed, Badawy, Mahmoud, Ahmed, Sara, Mohamed, Mazed, Assal, Abdelrahman, Sleem, Mohamed, Ebidy, Mai, Elrazek, Aly Abd, Zahran, Diaaaldin, Adam, Nourhan, Nazir, Mohamed, Hassanein, Adel B, Ismail, Ahmed, Elsawy, Amira, Mamdouh, Rana, Mabrouk, Mohamed, Ahmed, Lopna Ahmed Mohamed, Alnaby, Mohamed Hassab, Magdy, Eman, Abd-Elmawla, Manar, Fahim, Marwan, Mowafy, Bassant, Mahmoud, Moustafa Ibrahim, Allam, Meran, Alkelani, Muhammad, El Gendy, Noran Halim, Aboul-Naga, Mariam Saad, El-Din, Reham Alaa, Elgendy, Alyaa Halim, Ismail, Mohamed, Shalaby, Mahmoud, Elsharkawy, Aya Adel, Moghazy, Mahmoud Elsayed, Elbisomy, Khaled Hesham, Shakshouk, Hend Adel Gawad, Hamed, Mohamed Fouad, Ebidy, Mai Mohamed, Abdelkader, Mostafa, Ahmed, Mohamed Karkeet Hayam, Adel, Israa, Omar, Mohammad Elsayed, Ibrahim, Mohamed, Ghoneim, Omar, Hesham, Omar, Gamal, Shimaa, Hilal, Karim, Arafa, Omar, Awad, Sawsan Adel, Salem, Menatalla, Elsherif, Fawzia Abdellatif, Elsabbagh, Nourhan, Aboelsoud, Moustafa R., Rida, Ahmed Hossam Eldin Fouad, Hossameldin, Amr, Hany, Ethar, Asar, Yomna Hosny, Anwar, Nourhan, Gadelkarim, Mohamed, Abdelhady, Samar, Morshedy, Eman Mohamed, Saad, Reham, Soliman, Nourhan, Ezzat, Mahmoud Salama Eslam, Mohamed, Arwa, Ibrahim, Arwa, Fergany, Alaa, Mohammed, Sara, Reda, Aya, Allam, Yomna, Saad, Hanan Adel, Abdelfatah, Afnan, Fathy, Aya Mohamed, El-Sehily, Ahmed, Kasem, Esraa Abdalmageed, Hassan, Ahmed Tarek Abdelbaset, Mohammed, Ahmed Rabeih, Saad, Abdalla Gamal, Elfouly, Yasmin, Elfouly, Nesma, Ibrahim, Arij, Hassaan, Amr, Mohammed, Mohammed Mustafa, Elhoseny, Ghada, Magdy, Mohamed, Elkhalek, Esraa Abd, Zakaria, Yehia, Ezzat, Tarek, El Dahab, Ali Abo, Kelany, Mohamed, Arafa, Sara, Hassan, Osama Mokhtar Mohamed, Badwi, Nermin Mohamed, Sleem, Ahmad Saber, Ahmed, Hussien, Abdelbadeai, Kholoud, Abdullah, Mohamed Abozed, Lokman, Muhammad Amsyar Auni, Bahar, Suraya, Abdelazeam, Anan Rady, Adelshone, Abdelrahman, Bin Hasnan, Muhammad, Zulkifli, Athirah, Kamarulzamil, Siti Nur Alia, Elhendawy, Abdelaziz, Latif, Aliang, Bin Adnan, Ahmad, Shaharuddin, Shahadatul, Abdul Majid, Aminah Hanum Haji, Amreia, Mahmoud, Al-Marakby, Dina, Salma, Mahmoud, Bin Ismail, Mohamad Jeffrey, Basir, Elissa Rifhan Mohd, Ali, Citra Dewi Mohd, Maha Nasr, Aya Yehia Ata, Rezq, Asmaa, Sheta, Ahmed, Tariq, Sherif, Sallam, Abd Elkhalek, Darwish, Abdelrhman KZ, Elmihy, Sohaila, Elhadry, Shady, Farag, Ahmed, Hajeh, Haidar, Abdelaal, Abdelaziz, Aglan, Amro, Zohair, Ahmed, Essam, Mahitab, Moussa, Omar, El-Gizawy, Esraa, Samy, Mostafa, Ali, Safia, Elhalawany, Esraa, Ata, Ahmed, El Halawany, Mohamed, Nashat, Mohamed, Soliman, Samar, Elazab, Alaa, Samy, Mostada, Abdelaziz, Mohamed A, Ibrahim, Khaled, Ibrahim, Ahmed mohamed, Gado, Ammar, Alm Eldeen, Usama Hantour Esraa, loaloa, Mohamed Reda, Abouzaid, Arwa, Eldin, Mostafa Ahmed Bahaa, Hashad, Eman, Sroor, Fathy, Gamil, Doaa, Abdulhakeem, Eman Mahmoud, Zakaria, Mahmoud, Mohamed, Fawzy, Abubakr, Marwan, Ali, Elsayed, Magdy, Hesham, Ramadan, Menna Tallah, Mohamed, Mohamed Abdelaty, Mansour, Salma, Amin, Hager Abdul Aziz, Mohamed, Ahmed Rabie, Saami, Mahmoud, Elsayed, Nada Ahmed Reda, Tarek, Adham, Mahmoud, Sabry Mohy Eldeen, El Sayed, Islam Magdy, Reda, Amira, Shawky, Martina Yusuf, Salem, Mohammed Mousa, El-Din, Shahinaz Alaa, Soliman, Noha Abdullah, Talaat, Muhammed, Alaael-Dein, Shahinaz, Elhusseiny, Ahmed Abd Elmoen, Abdullah, Noha, Elshaar, Mohammed, Ibraheem, Aya AbdelFatah, Abdulaziz, Hager, Ismail, Mohammed Kamal, Madkor, Mona Hamdy, Abdelaty, Mohamed, Abdel-Kader, Sara Mahmoud, Salah, Osama Mohamed, Eldafrawy, Mahmoud, Eldeeb, Ahmed Zaki, Attia, Mostafa Mahmoud Eid Attia, El-Dien, Khalid Salah, Shwky, Ayman, Badenjki, Mohamed Adel, Soliman, Abdelrahman, Attar, Samaa Mahmoud Al, Sayed, Farrag, Sabour, Fahd Abdel, Azizeldine, Mohammed G., Shawqi, Muhammad, Hashim, Abdullah, Aamer, Ahmed, Abdelraouf, Ahmed Mahmoud, Abdelshakour, Mahmoud, Ibrahim, Amal, Mahmoud, Basma, Mahmoud, Mohamed Ali, Qenawy, Mostafa, Rashed, Ahmed M., Dahy, Ahmed, Sayed, Marwa, Shamsedine, Ahmed W., Mohamed, Bakeer, Hasan, Ahmad, Saad, Mahmoud M., Khalid Abd El-Latif, Khalil Abdul Bassit Nadia, Elzahed, Nada, El Kashash, Ahmed, Bekhet, Nada Mohamed, Hafez, Sarah, Gad, Ahmed, Maher, Mahmoud Elkhadragy, Elsameea, Ahmed Abd, Hafez, Mohamed, Sabe, Ahmad, Ahmed, Ataa, Shahine, Ahmed, Dawood, Khaled, Gaafar, Shireen, Husseiny, Reem, Aboelmagd, Omnia, Soliman, Ahmed, Mesbah, Nourhan, Emadeldin, Hossam, Meligy, Amgad Al, Bekhet, Amira Hassan, Hasan, Doaa, Alhady, Khaled, Sabe, Ahmad Khaled, Elnajjar, Mahmoud A., Aboelella, Majed, Hamsho, Ward, Hassan, Ihab, Saad, Hala, Abdelazim, Galaleldin, Mahmoud, Hend, Wael, Noha, Kandil, Ahmedali M, Magdy, Ahmed, Elkholy, Shimaa Said, Adel, Badr Eldin, Dabbour, Kareem, Elsherbiney, Saged, Mattar, Omar, Abdrabou, Abdulshafi Khaled, Aly, Mohammed Yahia Mohamed, Geuoshy, Abdelrahman, Elnagar, Ahmedglal, Ahmed, Saraibrahim, Abdelmotaleb, Ibrahem, Saleh, Amr Ahmed, Saeed, Manar, Mahmoud, Shady, Tawfik, Badreldin Adel, Ismail, Samar Adel, Zakaria, Esraay, Gad, Mariam O., Elhelbawy, Mohamed Salah, Bassem, Monica, Maraie, Noha, Elhadary, Nourhan Medhat, Semeda, Nourhan, Mohamed, Shaza Rabie, Bakry, Hesham Mohammed, Essam, AA, Tarek, Dina, Ashour, Khlood, Elhadad, Alaa, Abdel-Aty, Abdulrahman, Rakha, Ibrahim, Matter, Sara Mamdouh, Abdelhamed, Rasha, Abdelkader, Omar, Hassaan, Ayat, Soliman, Yasmin, Mohamed, Amna, Ghanem, Sara, Farouk, Sara Amr Mohamed, Ibrahim, Eman Mohamed, Mostafa, Esraa El-Taher Merna, Badr, Mohamed Fawzy Mahrous, Elsemelawy, Rofida, El-Sawy, Aya, Bakr, Ahmad, Al Rafati, Ahmad Abdel Razaq, Saar, Sten, Reinsoo, Arvo, Talving, Peep, Seyoum, Nebyou, Worku, Tewodros, Fitsum, Agazi, Tolonen, Matti, Leppäniemi, Ari, Sallinen, Ville, Parmentier, Benoît, Peycelon, Matthieu, Irtan, Sabine, Dardenne, Sabrina, Robert, Elsa, Maillot, Betty, Courboin, Etienne, Arnaud, Alexis Pierre, Hascoet, Juliette, Abbo, Olivier, Kaci, Amir Ait, Prudhomme, Thomas, Ballouhey, Quentin, Grosos, Céline, Fourcade, Laurent, Cecilia, Tolg, Jean-Francois, Colombani, Delforge, Francois-Coridon Helene Xavier, Haraux, Elodie, Dousset, Bertrand, Schiavone, Roberto, Gaujoux, Sebastien, Marret, Jean-Baptiste, Haffreingue, Aurore, Rod, Julien, Jean-François Lecompte, Mariette Renaux-Petel, Bréaud, Jean, Gastaldi, Pauline, Taieb, Chouikh, Claire, Raquillet, Anis, Echaieb, Bustangi, Nasir, Lopez, Manuel, Scalabre, Aurelien, Grella, Maria Giovanna, Mariani, Aurora, Podevin, Guillaume, Schmitt, Françoise, Hervieux, Erik, Broch, Aline, Muller, Cecile, Tabiri, Stephen, Kojo, Anyomih Theophilus Teddy, Bandoh, Dickson, Abantanga, Francis, Kyereh, Martin, Asumah, Hamza, Appiah, Eric Kofi, Wondoh, Paul, Gyedu, Adam, Dally, Charles, Agbedinu, Kwabena, Amoah, Michael, Yifieyeh, Abiboye, Owusu, Frank, Amoako-Boateng, Mabel, Dayie, Makafui, Hagan, Richmond, Debrah, Sam, Ohene-Yeboah, Micheal, Clegg-Lampety, Joe-Nat, Etwire, Victor, Dakubo, Jonathan, Essoun, Samuel, Bonney, William, Glover-Addy, Hope, Osei-Nketiah, Samuel, Amoako, Joachim, Adu-Aryee, Niiarmah, Appeadu-Mensah, William, Bediako-Bowan, Antoinette, Dedey, Florence, Ekow, Mattew, Akatibo, Emmanuel, Yakubu, Musah, Kordorwu, Hope Edem Kofi, Asare-Bediako, Kwasi, Tackie, Enoch, Aaniana, Kenneth, Acquah, Emmanuel, Opoku-Agyeman, Richard, Avoka, Anthony, Kusi, Kwasi, Maison, Kwame, Gyamfi, Frank Enoch, Barnabas, Gandau Naa, Amoako, Saiba Abdul-Latif Philip Taah, Davor, Anthony, Dassah, Victor, Dagoe, Enoch, Kwakyeafriyie, Prince, Akoto, Elliot, Ackom, Eric, Mensah, Ekow, Atkins, Ebenezer Takyi, Coompson, Christian Lari, Ivros, Nikolaos, Ferousis, Christoforos, Kalles, Vasileios, Agalianos, Christos, Kyriazanos, Ioannis, Barkolias, Christos, Tselos, Angelos, Tzikos, Georgios, Lytras, Evangelos Voulgaris Dimitrios, Bamicha, Athanasia, Psarianos, Kyriakos, Stefanopoulos, Anastasios, Patoulias, Ioannis, Sfougaris, Dimitrios, Valioulis, Ioannis, Balalis, Dimitrios, Korkolis, Dimitrios, Manatakis, Dimitrios K, Kyrou, Georgios, Karabelias, Georgios, Konstantina, Iason-Antonios Papaskarlatos Kolonia, Zampitis, Nikolaos, Papailia, Stylianos Germanos Aspasia, Theodosopoulos, Theodosios, Gkiokas, Georgios, Mitroudi, Magdalini, Panteli, Christina, Feidantsis, Thomas, Farmakis, Konstantinos, Kyziridis, Dimitrios, Ioannidis, Orestis, Gemenetzis, Styliani Parpoudi Georgios, Parasyris, Stavros, Anthoulakis, Christos, Nikoloudis, Nikolaos, Aguilera-Arevalo, Michail Margaritis Maria-Lorena, Coyoy-Gaitan, Otto, Tale, Javier Rosales Luis, Soley, Rafael, Rodriguez, Emmanuel Barrios Servio Tulio Torres, Galvez, Carlos Paz, Cruz, Danilo Herrera, Rosenberg, Guillermo Sanchez, Matheu, Alejandro, Cohen, David Monterroso, Paul, Marie, Charles, Angeline, Lam, Justin Chak Yiu, Yeung, Man Hon Andrew, Fok, Chi Ying Jacquelyn, Li, Ka Hin Gabriel, Lai, Anthony Chuk-Him, Cheung, Yuk Hong Eric, Wong, Hong Yee, Leung, Ka Wai, Lee, Tien Seng Bryan, Lam, Wai Him, Dao, Weihei, Kwok, Stephanie Hiu-wai, Chan, Tsz-Yan Katie, Ng, Yung Kok, Liu, TWC Mak Qinyang, Foo, Chi Chung, Yang, James, Kumar, Basant, Bhatnagar, Ankur, Upadhyaya, Vijaid, Muddebihal, Sunil Kumar Uday, Dar, Wasim, Alexander, KC Janardha Philip, Aruldas, Neerav, Adella, Fidelis Jacklyn, Rulie, Anthonius Santoso, Iskandar, Ferdy, Setiawan, Jonny, Evajelista, Cicilia Viany, Natalie, Hani, Suyadi, Arlindawati, Gunawan, Rudy, Karismaningtyas, Herlin, Mata, Lusi Padma Sulistianingsih, Andika, Ferry Fitriya Ayu, Hasanah, Afifatun, Widiastini, T Ariani, Purwaningsih, Nurlaila Ayu, Mukin, Annisa Dewi Fitriana, Rahmah, Dina Faizatur, Nurqistan, Hazmi Dwinanda, Arsyad, Hasbi Maulana, Adhitama, Novia, Jeo, Wifanto Saditya, Sutandi, Nathania, Clarissa, Audrey, Gultom, Phebe Anggita, Billy, Matthew, Haloho, Andreass, Amandito, Radhian, Johanna, Nadya, Lee, Felix, Radin Dorani, Radin Mohd Nurrahman, Glynn, Martha, Alherz, Mohammad, Goh, Wennweoi, Shiwani, Haaris A., Sproule, Lorraine, Conlon, Kevin C., Bala, Miklosh, Turati, Asaf Kedar Luca, Bianco, Federica, Steccanella, Francesca, Gallo, Gaetano, Trompetto, Mario, Papandrea, Giuseppe Clerico Matteo, Sammarco, Giuseppe, Sacco, Rosario, Benevento, Angelo, Pata, Francesco, Giavarini, Luisa, Giglio, Mariano Cesare, Bucci, Luigi, Pagano, Gianluca, Sollazzo, Viviana, Peltrini, Roberto, Birindelli, Gaetano Luglio Arianna, Di Saverio, Salomone, Tugnoli, Gregorio, Paludi, Miguel Angel, Mingrone, Pietro, Pata, Domenica, Selvaggi, Francesco, Selvaggi, Lucio, Pellino, Gianluca, Curletti, Natale Di Martino Gianluca, Aonzo, Paolo, Galleano, Raffaele, Berti, Stefano, Francone, Elisa, Boni, Silvia, Lorenzon, Laura, Conte, Annalisa lo, Balducci, Genoveffa, Confalonieri, Gianmaria, Laura Gavagna, Giovanni Pesenti, Vasquez, Giorgio, Targa, Simone, Occhionorelli, Savino, Pata, Dario Andreotti Giacomo, Armellini, Andrea, Aquilino, Deborah Chiesa Fabrizio, Chetta, Nicola, Abdelkhalek, Arcangelo Picciariello Mohamed, Belli, Andrea, Bigaran, Silvia De Franciscis Annamaria, Favero, Alessandro, Salusso, Stefano M.M Basso Paola, Perino, Martina, Mochet, Sylvie, Sasia, Diego, Riente, Francesco, Merlini, Marco Migliore David, Basilicò, Silvia, Lazzari, Carlo Corbellini Veronica, Macchitella, Yuri, Angelieri, Luigi Bonavina Daniele, Coletta, Diego, Falaschi, Federica, Catani, Marco, Reali, Claudia, Malavenda, Mariastella, Basso, Celeste Del, Ribaldi, Sergio, Coletti, Massimo, Natili, Andrea, Depalma, Norma, Iannone, Immacolata, Antoniozzi, Angelo, Gui, Davide Rossi Daniele, Perrotta, Gerardo, Ripa, Matteo, Giardino, Francesco Ruben, Foco, Maurizio, Vicario, Erika, Coccolini, Federico, Ansaloni, Luca, Nita, Gabriela Elisa, Leone, Nicoletta, Bondurri, Andrea, Simioni, Anna Maffioli Andrea, De Boni, Davide, Goldin, Sandro Pasquali Elena, Vendramin, Elena, Tedeschi, Eleonora Ciccioli Umberto, Bortolasi, Luca, Violi, Paola, Campagnaro, Tommaso, Conci, Simone, Lazzari, Giovanni, Iacono, Calogero, Gulielmi, Alfredo, Rinaldi, Serena Manfreda Anna, Ringressi, Maria Novella, Salamone, Beatrice Brunoni Giuseppe, Mangiapane, Mirko, Marco, Paolino De, Brocca, Antonella La, Tutino, Roberta, Silvestri, Vania, Licari, Leo, Fontana, Tommaso, Falco, Nicolò, Cocorullo, Gianfranco, Shalaby, Mostafa, Sileri, Pierpaolo, Bsisu, Claudio Arcudi Isam, Aljboor, Khaled, Abusalem, Lana, Alnusairat, Aseel, Qaissieh, Ahmad, Al-Dakka, Emad, Ababneh, Ali, Yusufali, Oday Halhouli Taha, Lando, Hussein Mohammed Justus, Parker, Robert, Ndegwa, Wairimu, Jokubauskas, Mantas, Gribauskaite, Jolanta, Kuliavas, Donatas Venskutonis Justas, Dulskas, Audrius, Samalavicius, Narimantas E., Jasaitis, Kristijonas, Parseliunas, Audrius, Nevieraite, Viktorija, Montrimaite, Margarita, Slapelyte, Evelina, Dainius, Edvinas, Riauka, Romualdas, Dambrauskas, Zilvinas, Subocius, Andrejus, Venclauskas, Linas, Gulbinas, Antanas, Bradulskis, Saulius, Kasputyte, Simona, Mikuckyte, Deimante, Kiudelis, Mindaugas, Zilinskas, Justas, Jankus, Tomas, Pažuskis, Steponas Petrikenas Matas, Urniežius, Zigmantas, Vilčinskas, Mantas, Banaitis, Vincas Jonas, Gaižauskas, Vytautas, Grisin, Edvard, Mazrimas, Povilas, Rackauskas, Rokas, Drungilas, Mantas, Lagunavicius, Karolis, Lipnickas, Vytautas, Majauskyté, Dovilè, Jotautas, Valdemaras, Abaliksta, Tomas, Uščinas, Laimonas, Simutis, Gintaras, Ladukas, Adomas, Danys, Donatas, Laugzemys, Erikas, Mikalauskas, Saulius, Poskus, Tomas, Sruogiene, Elena Zdanyte, Višinskas, Petras, Žilinskienė, Reda, Vaicius, Deividas Dragatas Arturas, Mazelyte, Ruta, Kaselis, Antanas Zadoroznas Nerijus, Žiubrytė, Greta, Rahantasoa, Finaritra Casimir Fleur Prudence, Samison, Luc Hervé, Rasoaherinomenjanahary, Fanjandrainy, Tolotra, Todisoa Emmanuella Christina, Mukuzunga, Cornelius, Msosa, Vanessa, Kwatiwani, Chimwemwe, Chai, Nelson Msiska Feng Yih, Asilah, Siti Mohd Desa, Pui Xin Chin, Khuzaimah Zahid Syibrah, Salleh, Afizah, Roslani, Nur Zulaika Riswan April Camilla, Chong, Hoong-Yin, Aziz, Nora Abdul, Poh, Keat-Seong, Chai, Chu-Ann, Kumar, Sandip, Taher, Mustafa Mohammed, Kosai, Nik Ritza, Aziz, Dayang Nita Abdul, Julaihi, Reynu Rajan Rokayah, Jethwani, Durvesh Lacthman, Yahaya, Muhammad Taqiyuddin, Abdullah, Nik Azim Nik, Mathew, Susan Wndy, Chung, Kuet Jun, Nirumal, Milaksh Kumar, Tze, R. Goh Ern, Ali, Syed Abdul Wahhab Eusoffee Wan, Gan, Yiing Yee, Ting, Jesse Ron Swire, Sii, Samuel S. Y., Koay, Kean Leong, Tan, Yi Koon, Cheah, Alvin Ee Zhiun, Wong, Chui Yee, Mat, Tuan Nur’Azmah Tuan, Chow, Crystal Yern Nee, Har, Prisca A.L., Der, Yishan, Tew, Yong Yong, Henry, Fitjerald, Low, Xinwei, Neo, Ya Theng, Heng, Hian Ee, Kong, Shu Ning, Gan, Cheewei, Mok, Yi Ting, Tan, Yee Wen, Palayan, Kandasami, Tata, Mahadevan Deva, Cheong, Yih Jeng, Gunaseelan, Kuhaendran, Nasir, Wan Nurul ‘Ain Wan Mohd, Yoganathan, Pigeneswaren, Lee, Eu Xian, Saw, Jian Er, Yeang, Li Jing, Koh, Pei Ying, Lim, Shyang Yee, Teo, Shuang Yi, Grech, Nicole, Magri, Daniela, Cassar, Kristina, Mizzi, Christine, Falzon, Malcolm, Shaikh, Nihaal, Scicluna, Ruth, Zammit, Stefan, Borg, Elaine, Mizzi, Sean, Brincat, Svetlana Doris, Tembo, Thelma, Le, Vu Thanh Hien, Grima, Tara, Sammut, Keith, Carabott, Kurt, Farrugia, Alexia, Zarb, Ciskje, Navarro, Andre, Dimech, Thea, Camilleri, Georgette Marie, Bertuello, Isaac, Dalli, Jeffrey, Bonavia, Karl, Corro-Diaz, Samantha, Manriquez-Reyes, Marisol, Abdelhamid, Antonio Ramos-De la Medina Amina, Hrora, Abdelmalek, Benammi, Sarah, Bachri, Houda, Abbouch, Meryem, Boukhal, Khaoula, Bennai, Redouane Mammar, Belkouchi, Abdelkader, Jabal, Mohamed Sobhi, Vermaas, Chaymae Benyaiche Maarten, Duinhouwer, Lucia, Pastora, Javier, Wood, Greta, Merlo, Maria Soledad, Ajao, Akinlabi, Ayandipo, Omobolaji, Lawal, Taiwo, Abdurrazzaaq, Abdussemiu, Alada, Muslimat, Nasir, Abdulrasheed, Adeniran, James, Habeeb, Olufemi, Popoola, Ademola, Adeyeye, Ademola, Adebanjo, Ademola, Adesanya, Opeoluwa, Mendel, Adewale Adeniyi Henry, Bello, Bashir, Osinowo, Umar Muktar Adedapo, Olajide, Thomas Olagboyega, Oshati, Oyindamola, Ihediwa, George, Adenekan, Babajide, Nwinee, Victor, Alakaloko, Felix, Ademuyiwa, Adesoji, Elebute, Olumide, Lawal, Abdulrazzaq, Bode, Chris, Olugbemi, Mojolaoluwa, Adesina, Alaba, Faturoti, Olubukola, Odutola, Oluwatomi, Adebola, Oluwaseyi, Onuoha, Clement, Taiwo, Ogechukwu, Williams, Omolara, Balogun, Fatai, Ajai, Olalekan, Oludara, Mobolaji, Njokanma, Iloba, Osuoji, Roland, Kache, Stephen, Ajah, Jonathan, Makama, Jerry, Adamu, Ahmed, Baba, Suleiman, Aliyu, Mohammad, Aliyu, Shamsudeen, Ukwenya, Yahaya, Aliyu, Halima, Sholadoye, Tunde, Daniyan, Muhammad, Ogunsua, Oluseyi, Anyanwu, Lofty-John, Sheshe, Abdurrahaman, Olori, Aminu Mohammad Samson, Mshelbwala, Philip, Odeyemi, Babatunde, Samson, Garba, Timothy, Oyediran Kehinde, Samuel, Sani Ali, Ajiboye, Anthony, Adeyeye, Ademola, Amole, Isaac, Abiola, Olajide, Olaolorun, Akin, Søreide, Kjetil, Veen, Torhild, Kanani, Arezo, Styles, Kristian, Herikstad, Ragnar, Larsen, Johannes Wiik, Søreide, Jon Arne, Jensen, Elisabeth, Gran, Mads, Gaarder, Eirik Kjus Aahlin Tina, Monrad-Hansen, Peter Wiel, Næss, Pål Aksel, Lauzikas, Giedrius, Wiborg, Joachim, Augestad, Silje Holte Knut Magne, Banipal, Gurpreet Singh, Monteleone, Michela, Moe, Thomas Tetens, Schultz, Johannes Kurt, Al-taher, Taher, Hamdan, Ayah, Salman, Ayman, Saadeh, Rana, Musleh, Aseel, Jaradat, Dana, Abushamleh, Soha, Hanoun, Sakhaa, Qumbos, Amjad Abu, Hamarshi, Aseel, Taher, Ayman And, Qawasmi, Israa, Qurie, Khalid, Altarayra, Marwa, Ghannam, Mohammad, Shaheen, Alaa, Abdelhaq, Azher Herebat Aram, Shalabi, Ahmad, Abu-toyour, Maram, Asi, Fatema, Shamasneh, Ala, Atiyeh, Anwar, Mustafa, Mousa, Zaa’treh, Rula, Dabboor, Majd, Alaloul, Enas, Baraka, Heba, Meqbil, Jehad, Al-Buhaisi, Alaa, Elshami, Mohamedraed, Afana, Samah, Jaber, Sahar, Alyacoubi, Said, Idress, Yousef Abuowda Tasneem, Al-saqqa, Eman Abuqwaider Sara, Bowabsak, Alaa, El Jamassi, Alaa, Hasanain, Doaa, Al-farram, Hadeel, Salah, Maram, Firwana, Aya, Hamdan, Marwa, Ashour, Israa Awad Ahmad, Al-khatib, Fayez Elian Al Barrawi Ahmed, Al-faqawi, Maha, Fares, Mohamed, Elmashala, Amjad, Adawi, Mohammad, Adawi, Ihdaa, Khreishi, Reem, Khreishi, Rose, ashour, Ahmad, Nadeem, Ahed Ghaben Najwa, Abbasy, Muhammad Saqlain Jibran, Alvi, Abdul Rehman, Gala, Tanzeela, Bhopal, Noman Shahzad Kamran Faisal, Iftikhar, Zainab, Butt, Muhammad Talha, ul Razi, Syed Asaat, Ahmed, Asdaq, Raza, Ali Khan Niazi Ibrahim, Baluch, Fatima, Raza, Ahmed, Bani-Sadar, Ahmad, Qureshi, Ahmad Uzair, Adil, Muhammad, Raza, Awais, Javaid, Mahnoor, Waqar, Muhammad, Khan, Maryam Ali, Arshad, Mohammad Mohsin, Vega, Mohammadasim Amjad Gustavo Miguel Machain, Cardozo, Jorge Torres, O´Higgins Roche, Marcelo, Servin, Gustavo Rodolfo Pertersen, Lohse, Helmut Alfredo Segovia, Lopez, Larissa Ines Páez, Espinoza, Ramón Augusto Melo Cardozo Fernando, Rojas, Angel David Pérez, Sanchez, Diana, Samaniego, Camila Sanchez, Torres, Shalon Guevara, Calua, Alexander Canta, Razuri, Cesar, Ortiz, Nadia, Rodriguez, Xianelle, Carrasco, Nahilia, Saravia, Fridiz, Miyasato, Hector Shibao, Valcarcel-Saldaña, María, Bermúdez, Ysabel Esthefany Alejos, Carpio, Juan, Panez, Walter Ruiz, Orbegozo, Pedro Angel Toribio, Dueñas, Carolina Guzmán, Espinoza, Kevin Turpo, Barrantes, Ana Maria Sandoval, Bravo, Jorge Armando Chungui, Shu, Sebastian, Fuentes-Rivera, Lorena, Fernández, Carmen, Romani, Diego, Málaga, Bárbara, Ye, Joselyn, Velasquez, Ricardo, Salcedo, Jannin, Contreras-Vergara, Ana Lucia, Mejia, Angelica Genoveva Vergara, Montejo, Maria Soledad Gonzales, Salas, Marilia Del Carmen Escalante, Ticona, Willy Alcca, Vargas, Marvin, Sila, George Christian Manrique, Mas, Robinson, Paucar, Arazzelly del Pilar, Velásquez, Armando José Román, Robledo-Rabanal, Alina, Solis, Ludwing Alexander Zeta, Espinoza, Kenny Turpo, Hamaguchi, José Luis Hamasaki, Farfan, Erick Samuel Florez, Barrientos, Linda Alvi Madrid, Matta, Juan Jaime Herrera, Mora, John Jemuel V., Redota, Menold Archee P., Roxas, Manuel Francisco, Maño, Maria Jesusa B., Parreno-Sacdalan, Marie Dione, Lapitan, Marie Carmela, Walędziak, Christel Leanne Almanon Maciej, Roszkowski, Rafał, Janik, Michał, Lasek, Anna, Major, Piotr, Radkowiak, Dorota, Rubinkiewicz, Mateusz, Fernandes, Cristina, Costa-Maia, Jose, Melo, Renato, Muntean, Liviu, Mironescu, Aurel Sandu, Vida, Lucian Corneliu, Kourdouli, Amar, Mircea, Mariuca Popa Hogea, Vartic, Mihaela, Diaconescu, Bogdan, Bratu, Matei Razvan, Negoi, Ionut, Beuran, Mircea, Ciubotaru, Cezar, Ingabire, J.C Allen, Mutabazi, Alphonse Zeta, Uzabumwana, Norbert, Jovine, Dieudonne Duhoranenayo Elio, Zanini, Nicola, Aljiffry, Giovanni Landolfo Murad, Idris, Faisal, Alghamdi, Mohammed Saleh A., Maghrabi, Ashraf, Altaf, Abdulmalik, Alkaaki, Aroub, Khoja, Ahmad, Nawawi, Abrar, Turkustani, Sondos, Khalifah, Eyad, Gudal, Ahmad, Albiety, Adel, Sahel, Sarah, Alshareef, Reham, Alzahrani, Mohammed Najjar Ahmed, Alghamdi, Ahmed, Alhazmi, Wedyan, Saied, Ghiath Al, Alamoudi, Mohammed, Riaz, Muhammed Masood, Hassanain, Mazen, Alhassan, Basmah, Altamimi, Abdullah, Alyahya, Reem, Subaie, Norah Al, Bastawis, Fatema Al, Altamimi, Afnan, Nouh, Thamer, Khan, Roaa, Radojkovic, Milan, Jeremic, Ljiljana, Nestorovic, Milica, Law, Jia Hao, Tan, Keith Say Kwang, Tan, Ryan Choon Kiat, Tan, Joel Kin, Joel, Lau Wen Liang, Lieske, Bettina, Chan, Xue Wei, Leong, Faith Qi Hui, Chong, Choon Seng, Koh, Sharon, Lee, Kai Yin, Pluke, Kuok Chung Lee Kent, Dedekind, Britta, Nashidengo, Puyearashid, Hampton, Mark Ian, Joosten, Johanna, Sobnach, Sanju, Roodt, Liana, Sander, Anthony, Pape, James, Spence, Richard, Maistry, Niveshni, Ndwambi, Phumudzo, Kinandu, Kamau, Tun, Myint, Toit, Frederick Du, Ellison, Quinn, Burger, Sule, Grobler, DC, Khulu, Lawrence Bongani, Moore, Rachel, Jennings, Vicky, Leusink, Astrid, Kariem, Nazmie, Gouws, Juan, Chu, Kathryn, Bougard, Heather, Noor, Fazlin, Dell, Angela, Rayne, Sarah, Van Straten, Stephanie, Khamajeet, Arvin, Tshisola, Serge Kapenda, Kabongo, Kalangu, Kong, Victor, Moodley, Yoshan, Anderson, Frank, Madiba, Thandinkosi, du Plooy, Flip, Hartford, Leila, Chilton, Gareth, Mabitsela, Parveen Karjiker Matlou Ernest, Ndlovu, Sibongile Ruth, Badicel, Maria, Jaich, Robert, Garcia-Florez, Jaime Ruiz-Tovar Luis, Otero-Díez, Jorge L., Pérez, Virginia Ramos, García, Nuria Aguado Suárez Javier Minguez, Moreno, Sara Corral, Collado, Maria Vicenta, Carneros, Virginia Jiménez, Gonzalez, Javier García Septiem Mariana, Picardo, Antonio, Esteban, Enrique, Ferrero, Esther, Ortega, Irene, Espin-Basany, Eloy, Blanco-Colino, Ruth, Andriola, Valeria, García, Lorena Solar, Contreras, Elisa, Bernardo, Carmen García, Pagnozzi, Janet, Sanz, Sandra, de León, Alberto Miyar, Dorismé, Asnel, Rodicio, Joseluis, Suarez, Aida, Stuva, Jessica, Fernandez-Vega, Tamara Diaz Vico Laura, Soldevila-Verdeguer, Carla, Sena-Ruiz, Fatima, Pujol-Cano, Natalia, Diaz-Jover, Paula, Garcia-Perez, José Maria, Segura-Sampedro, Juan Jose, Pineño-Flores, Cristina, Ambrona-Zafra, David, Craus-Miguel, Andrea, Jimenez-Morillas, Patricia, Jayathilake, Angela Mazzella A.B, Thalgaspitiya, S.P.B, Wijayarathna, L.S., Sanni, P.M.S.N. Wimalge Hakeem Ayomi, Ndajiwo, Aliyu, Okenabirhie, Ogheneochuko, Homeida, Anmar, Younis, Abobaker, Omer, Omer Abdelbagi, Abdulaziz, Mustafa, Mussad, Ali, Adam, Ali, Cengiz, Yucel, Björklund, Ida, Ahlqvist, Sandra, Ahlqvist, Sandra, Thorell, Anders, Sokratous, Fredrik Wogensen Arestis, Sigurdadottir, Michaela Breistrand Hildur Thorarinsdottir Johanna, Nikberg, Maziar, Elbe, Abbas Chabok Maria Hjertberg Peter, Saraste, Deborah, Rutkowski, Wiktor, Niska, Louise Forlin Karoliina, Oswald, Malin Sund Dennis, Peros, Georgios, Bluelle, Rafael, Reinisch, Katharina, Frey, Daniel, Raptis, Adrian Palma Dimitri Aristotle, Zumbühl, Lucius, Schmid, Markus Zuber Roger, Nocito, Gabriela Werder Antonio, Gerosa, Alexandra, Widmer, Silke Mahanty Lukas Werner, Müller, Julia, Zuk, Alissa Gübeli Grzegorz, Gulcicek, Osman Bilgin, Altinel, Yuksel, Vartanoglu, Talar, Kose, Emin, Karahan, Servet Rustu, Aydin, Mehmet Can, Sahbaz, Nuri Alper, Halicioglu, Ilkay, Sapci, Halil Alis Ipek, Adıyaman, Can, Pektaş, Ahmet Murat, Cengiz, Turgut Bora, Tansoker, Ilkan, Işler, Vedatcan, Cevik, Muazzez, Mutlu, Deniz, Ozben, Volkan, Ozmen, Berk Baris, Bayram, Sefa, Yolcu, Sinem, Kobal, Berna Buse, Toto, Ömer Faruk, Karabulut, Haluk Cem Çakaloğlu Kagan, Mutlu, Vahit, Ozkan, Bahar Busra, Celik, Saban, Semiz, Anil, Bodur, Selim, Gül, Enisburak, Murutoglu, Busra, Yildirim, Reyyan, Baki, Bahadir Emre, Arslan, Ekin, Ulusahin, Mehmet, Walker, Ali Guner Nathan, Shrimanker, Nikhita, Stoddart, Michael, Cole, Simon, Breslin, Ryan, Srinivasan, Ravi, Elshaer, Mohamed, Hunter, Kristina, Liew, Ahmed Al-Bahrani Ignatius, Mairs, Nora Grace, Rocke, Alistair, Dick, Lachlan, Chowdhury, Mobeen Qureshi Debkumar, Wright, Naomi, Skerritt, Clare, Kufeji, Dorothy, Ho, Adrienne, Dissanayake, Tharindra, Tennakoon, Athula, Ali, Wadah, Lim, Shujing Jane, Tan, Charlene, O’Neill, Stephen, Jones, Catrin, Knight, Stephen, Nassif, Dima, Sharma, Abhishek, Warren, Oliver, White, Rebecca, Mehdi, Aia, Post, Nathan, Kalakouti, Eliana, Dashnyam, Enkhbat, Stourton, Frederick, Mykoniatis, Ioannis, Currow, Chelise, Wong, Francisca, Gupta, Ashish, Shatkar, Veeranna, Luck, Joshua, Kadiwar, Suraj, Smedley, Alexander, Wakefield, Rebecca, Herrod, Philip, Blackwell, James, Lund, Jonathan, Cohen, Fraser, Bandi, Ashwath, Bond-Smith, Stefano Giuliani Giles, Pezas, Theodore, Farhangmehr, Neda, Urbonas, Tomas, Perenyei, Miklos, Ireland, Philip, Blencowe, Natalie, Bowling, Kirk, Bunting, David, Longstaff, Lydia, Smart, Neil, Keogh, Kenneth, Jeon, Hyunjin, Iqbal, Muhammad Rafaih, Khosla, Shivun, Jeffery, Anna, Perera, James, Teasdale, Ella, Ibrahem, Ahmad Aboelkassem, Alhammali, Tariq, Salama, Yahya, Kabariti, Rakan, Oram, Shaun, Kidd, Thomas, Cullen, Fraser, Owen, Christopher, Wilson, Michael, Chiu, Seehui, Sarafilovic, Hannah, Ploski, Jennifer, Evans, Elizabeth, Abbas, Athar, Kamya, Sylvia, Ishak, Norzawani, Bisset, Carly, Andress, Cedar, Chin, Ye Ru, Patel, Priya, Evans, David, Jeffery, Anna, Perera, James, Haslegrave, Aidan, Boggon, Adam, Laurie, Kirsten, Connor, Katie, Mann, Thomas, Nepogodiev, Dmitri, Mansuri, Anahita, Davies, Rachel, Griffiths, Ewen, Shahbaz, Aized Raza, Eng, Calvin, Din, Farhat, L’Heveder, Ariadne, Park, Esther H.G., Ravishankar, Ramanish, McIntosh, Kirsten, Yau, Jih Dar, Chan, Luke, McGarvie, Susan, Tang, Lingshan, Lim, Hui, Yap, Suhhuey, Park, Jay, Ng, Zhan Herr, Mirza, Shahrukh, Ang, Yun Lin, Walls, Luke, Teasdale, Ella, Roy, Chloe, Paterson-Brown, Simon, Camilleri-Brennan, Julian, Mclean, Kenneth, D’Souza, Michelle S, Pronin, Savva, Henshall, David Ewart, Ter, Eunice Zuling, Fouad, Dina, Minocha, Ashish, English, William, Morgan, Catrin, Townsend, Dominic, Maciejec, Laura, Mahdi, Shareef, Akpenyi, Onyinye, Hall, Elisabeth, Caydiid, Hanaan, Rob, Zakaria, Abbott, Tom, Torrance, Hew D, Irwin, Gareth, Johnston, Robin, Gani, Mohammed Akil, Gravante, Gianpiero, Rajmohan, Shivanchan, Majid, Kiran, Dindyal, Shiva, Smith, Christopher, Palliyil, Madanmohan, Patel, Sanjay, Nicholson, Luke, Harvey, Neil, Baillie, Katie, Shillito, Sam, Kershaw, Suzanne, Bamford, Rebecca, Orton, Peter, Reunis, Elke, Tyler, Robert, Soon, Wai Cheong, Jama, Guled M., Dhillon, Dharminder, Patel, Khyati, Nanthakumaran, Shayanthan, Heard, Rachel, Chen, Kar Yan, Barmayehvar, Behrad, Datta, Uttaran, Kamarajah, Sivesh K, Karandikar, Sharad, Tani, Sobhana Iftekhar, Monaghan, Eimear, Donnelly, Philippa, Walker, Michael, Parakh, Jehangirshaw, Blacker, Sarah, Kaul, Anil, Paramasivan, Arjun, Farag, Sameh, Nessa, Ashrafun, Awadallah, Salwa, Lim, Jieqi, Ng, James Chean Khun, Gash, Katherine, Kiran, Ravi P., Murray, Alice, Etchill, Eric, Dasari, Mohini, Puyana, Juan, Haddad, Nadeem, Zielinski, Martin, Caliman, Asad Choudhry Celeste, Beamon, Mieshia, Duane, Therese, Narayanan, Ragavan, Swaroop, Mamta, Myers, Jonathan, Deal, Rebecca, Schadde, Erik, Hemmila, Mark, Napolitano, Lena, To, Kathleen, Makupe, Alex, Musowoya, Joseph, Maimbo, Mayaba, Van Der Naald, Niels, Kumwenda, Dayson, Reece-Smith, Alex, Otten, Kars, Verbeek, Anna, Prins, Marloes, Suarez, Alibeth Andres Baquero, Balmaceda, Ruben, Deane, Chelsea, Dijan, Emilio, Elfiky, Mahmoud, Koskenvuo, Laura, Thollot, Aurore, Limoges, Bernard, Capito, Carmen, Alexandre, Challine, Kotobi, Henri, Leroux, Julien, Rod, Julien, Pinnagoda, Kalitha, Henric, Nicolas, Azzis, Olivier, Rosello, Olivier, Francois, Poddevin, Etienne, Sara, Buisson, Philippe, Hmila, Sophian, Clegg-Lamptey, Joe-Nat, Imoro, Osman, Abem, Owusu Emmanuel, Wondoh, Paul, Papageorgiou, Dimitrios, Soulou, Vasiliki, Asturias, Sabrina, Peña, Lenin, Kumar, Basant, O’Connor, Donal B, Luc, Alberto Realis, Russo, Alfio Alessandro, Ruzzenente, Andrea, Taddei, Antonio, Cona, Camilla, Bottini, Corrado, Pascale, Giovanni, Rotunno, Giuseppe, Solaini, Leonardo, Pascale, Marco Maria, Notarnicola, Margherita, Corbellino, Mario, Sacco, Michele, Ubiali, Paolo, Cautiero, Roberto, Bocchetti, Tommaso, Muzio, Elena, Guglielmo, Vania, Morandi, Eugenio, Mao, Patrizio, De Luca, Emilia, Notarnicola, Margherita, Ali, Farah Mahmoud, Žilinskas, Justas, Strupas, Kestutis, Kondrotas, Paulius, Baltrunas, Robertas, Kutkevicius, Juozas, Ignatavicius, Povilas, Tan, Choy Ling, Siaw, Jia Yng, Yam, Sir Young, Wilson, Ling, Aziz, Mohamed Rezal Abdul, Bondin, John, Zorrilla, Carmina Diaz, Majbar, Anass, Sale, Danjuma, Abdullahi, Lawal, Osagie, Olabisi, Faboya, Omolara, Fatuga, Adedeji, Taiwo, Agboola, Nwabuoku, Emeka, Bliksøen, Marte, Khan, Zain Ali, Coronel, Jazmin, Miranda, Cesar, Vasquez, Idelso, Helguero-Santin, Luis M., Rickard, Jennifer, Mironescu, Aurel, Adedeji, Adesina, Alqahtani, Saleh, Rath, Max, Van Niekerk, Michael, Koto, Modise Zacharia, Matos-Puig, Roel, Israelsson, Leif, Schuetz, Tobias, Yuksek, Mahmut Arif, Mericliler, Meric, Uluşahin, Mehmet, Wolf, Bernhard, Fairfield, Cameron, Yong, Guo Liang, Whitehurst, Katharine, Wilson, Michael, Redgrave, Natalie, Musyoka, Caroluce K, Olivier, James, Lee, Kathryn, Cox, Michael, Farhan-Alanie, Muhamed M H, Callan, Rory, Chibuye, Chali, Ali, Tebian Hassanein Ahmed, Rekhis, Syrine, Rommaneh, Muna, Halhouli, Oday, Sam, Zi Hao, Chen, Jacky Hong Chieh, Roi, Dylan, Ismaïl, Lawani, Kalles, Vasileios, Pata, Francesco, Nita, Gabriela Elisa, Coccolini, Federico, Ansaloni, Luca, Pugliesi, Thays Brunelli, Pardo, Gabriel, Blanco, Ruth, and Escobar, Eugenio Grasset

Published
2023
Full Text
View/download PDF

17. THE BIG PIVOT: COVID is still with us. But the lessons learned from how firms worldwide pivoted in response to the pandemic are already shaping the future of supply chain management

Author

Srinivasan, Ravi, Kumar, Maneesh, Narayanan, Sriram, and Browning, Tyson

Subjects
Epidemics, Global economy, Logistics, Company business management, Business, general, Business
Abstract

To say that the COVID-19 pandemic has been an unprecedented global event is an understatement. It has affected all aspects of life in most countries. From a supply chain standpoint, [...]

Published
2022

23. An invariant in shock clustering and Burgers turbulence

Author

Srinivasan, Ravi

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, Physics - Fluid Dynamics, 60J35, 35R60, 37K10, 35L67, 82C99
Abstract

1-D scalar conservation laws with convex flux and Markov initial data are now known to yield a completely integrable Hamiltonian system. In this article, we rederive the analogue of Loitsiansky's invariant in hydrodynamic turbulence from the perspective of integrable systems. Other relevant physical notions such as energy dissipation and spectrum are also discussed., Comment: 11 pages, no figures; v2: corrections made

Published
2011
Full Text
View/download PDF

24. Kinetic theory and Lax equations for shock clustering and Burgers turbulence

Author

Menon, Govind and Srinivasan, Ravi

Subjects
Nonlinear Sciences - Adaptation and Self-Organizing Systems
Abstract

We study shock statistics in the scalar conservation law $\partial_t u + \partial_x f(u)=0$, $x \in \R$, $t>0$, with a convex flux $f$ and spatially random initial data. We show that the Markov property (in $x$) is preserved for a large class of random initial data (Markov processes with downward jumps and derivatives of L\'evy processes with downward jumps). The kinetics of shock clustering is then described completely by an evolution equation for the generator of the Markov process $u(x,t)$, $x\in \R$. We present four distinct derivations for this evolution equation, and show that it takes the form of a Lax pair. The Lax equation admits a spectral parameter as in Manakov (1976), and has remarkable exact solutions for Burgers equation ($f(u)=u^2/2$). This suggests the kinetic equations of shock clustering are completely integrable., Comment: 34 pages, no figures; v2: corrections made, proofs updated

Published
2009
Full Text
View/download PDF

25. Rates of convergence for Smoluchowski's coagulation equations

Author

Srinivasan, Ravi

Subjects
Nonlinear Sciences - Adaptation and Self-Organizing Systems
Abstract

We establish nearly optimal rates of convergence to self-similar solutions of Smoluchowski's coagulation equation with kernels $K = 2$, $x + y$, and $xy$. The method is a simple analogue of the Berry-Ess\'een theorem in classical probability and requires minimal assumptions on the initial data, namely that of an extra finite moment condition. For each kernel it is shown that the convergence rate is achieved in the case of monodisperse initial data., Comment: 22 pages with 1 figure; v3: corrections made, proofs updated

Published
2009

27. Surgical site infection after gastrointestinal surgery in high-income, middle-income, and low-income countries: a prospective, international, multicentre cohort study

Author

Bhangu, Aneel, Ademuyiwa, Adesoji O, Aguilera, Maria Lorena, Alexander, Philip, Al-Saqqa, Sara W, Borda-Luque, Giuliano, Costas-Chavarri, Ainhoa, Drake, Thomas M, Ntirenganya, Faustin, Fitzgerald, J Edward, Fergusson, Stuart J, Glasbey, James, Ingabire, JC Allen, Ismaïl, Lawani, Salem, Hosni Khairy, Kojo, Anyomih Theophilus Teddy, Lapitan, Marie Carmela, Lilford, Richard, Mihaljevic, Andre L, Morton, Dion, Mutabazi, Alphonse Zeta, Nepogodiev, Dmitri, Adisa, Adewale O, Ots, Riinu, Pata, Francesco, Pinkney, Thomas, Poškus, Tomas, Qureshi, Ahmad Uzair, Ramos-De la Medina, Antonio, Rayne, Sarah, Shaw, Catherine A, Shu, Sebastian, Spence, Richard, Smart, Neil, Tabiri, Stephen, Harrison, Ewen M, Khatri, Chetan, Mohan, Midhun, Jaffry, Zahra, Altamini, Afnan, Kirby, Andrew, Søreide, Kjetil, Recinos, Gustavo, Cornick, Jen, Modolo, Maria Marta, Iyer, Dushyant, King, Sebastian, Arthur, Tom, Nahar, Sayeda Nazmum, Waterman, Ade, Walsh, Michael, Agarwal, Arnav, Zani, Augusto, Firdouse, Mohammed, Rouse, Tyler, Liu, Qinyang, Correa, Juan Camilo, Talving, Peep, Worku, Mengistu, Arnaud, Alexis, Kalles, Vassilis, Kumar, Basant, Kumar, Sunil, Amandito, Radhian, Quek, Roy, Ansaloni, Luca, Altibi, Ahmed, Venskutonis, Donatas, Zilinskas, Justas, Poskus, Tomas, Whitaker, John, Msosa, Vanessa, Tew, Yong Yong, Farrugia, Alexia, Borg, Elaine, Bentounsi, Zineb, Gala, Tanzeela, Al-Slaibi, Ibrahim, Tahboub, Haya, Alser, Osaid H, Romani, Diego, Shu, Sebestian, Major, Piotr, Mironescu, Aurel, Bratu, Matei, Kourdouli, Amar, Ndajiwo, Aliyu, Altwijri, Abdulaziz, Alsaggaf, Mohammed Ubaid, Gudal, Ahmad, Jubran, Al Faifi, Seisay, Sam, Lieske, Bettina, Ortega, Irene, Jeyakumar, Jenifa, Senanayake, Kithsiri J, Abdulbagi, Omar, Cengiz, Yucel, Raptis, Dmitri, Altinel, Yuksel, Kong, Chia, Teasdale, Ella, Irwin, Gareth, Stoddart, Michael, Kabariti, Rakan, Suresh, Sukrit, Gash, Katherine, Narayanan, Ragavan, Maimbo, Mayaba, Grizhja, Besmir, Ymeri, Shpetim, Galiqi, Gezim, Klappenbach, Roberto, Antezana, Diego, Mendoza Beleño, Alvaro Enrique, Costa, Cecilia, Sanchez, Belen, Aviles, Susan, Fermani, Claudio Gabriel, Balmaceda, Rubén, Villalobos, Santiago, Carmona, Juan Manuel, Hamill, Daniel, Deutschmann, Peter, Sandler, Simone, Cox, Daniel, Nataraja, Ram, Sharpin, Claire, Ljuhar, Damir, Gray, Demi, Haines, Morgan, Iyer, Dush, Niranjan, Nithya, D'Amours, Scott, Ashtari, Morvarid, Franco, Helena, Rahman Mitul, Ashrarur, Karim, Sabbir, Aman, Nowrin F, Estee, Mahnuma Mahfuz, Salma, Umme, Razzaque, Joyeta, Hamid Kanta, Tasnia, Tori, Sayeeda Aktar, Alamin, Shadid, Roy, Swapnil, Al Amin, Shadid, Karim, Rezaul, Haque, Muhtarima, Faruq, Amreen, Iftekhar, Farhana, O'Shea, Margaret, Padmore, Greg, Jonnalagadda, Ramesh, Litvin, Andrey, Filatau, Aliaksandr, Paulouski, Dzmitry, Shubianok, Maryna, Shachykava, Tatsiana, Khokha, Dzianis, Khokha, Vladimir, Djivoh, Fernande, Dossou, Francis, Seto, Djifid Morel, Gbessi, Dansou Gaspard, Noukpozounkou, Bruno, Imorou Souaibou, Yacoubou, Keke, Kpèmahouton René, Hodonou, Fred, Ahounou, Ernest Yemalin Stephane, Alihonou, Thierry, Dénakpo, Max, Ahlonsou, Germain, Ginbo Bedada, Alemayehu, Nsengiyumva, Carlos, Kwizera, Sandrine, Barendegere, Venerand, Choi, Philip, Stock, Simon, Jamal, Luai, Azzie, Georges, Kushwaha, Sameer, Chen, Tzu-Ling, Yip, Chingwan, Montes, Irene, Zapata, Felipe, Sierra, Sebastian, Villegas Lanau, Maria Isabel, Mendoza Arango, Maria Clara, Mendoza Restrepo, Ivan, Restrepo Giraldo, Ruben Santiago, Domini, Edgar, Karlo, Robert, Mihanovic, Jakov, Youssef, Mohamed, Elfeki, Hossam, Thabet, Waleed, Sanad, Aly, Tawfik, Gehad, Zaki, Ahmed, Abdel-Hameed, Noran, Mostafa, Mohamed, Omar, Muhammad Fathi Waleed, Ghanem, Ahmed, Abdallah, Emad, Denewer, Adel, Emara, Eman, Rashad, Eman, Sakr, Ahmad, Elashry, Rehab, Emile, Sameh, Khafagy, Toqa, Elhamouly, Sara, Elfarargy, Arwa, Mamdouh Mohamed, Amna, Saied Nagy, Ghada, Esam, Abeer, Elwy, Eman, Hammad, Aya, Khallaf, Salwa, Ibrahim, Eman, Said Badr, Ahmed, Moustafa, Ahmed, Eldosouky Mohammed, Amany, Elgheriany, Mohammed, Abdelmageed, Eman, Al Raouf, Eman Abd, Samir Elbanby, Esraa, Elmasry, Maha, Morsy Farahat, Mahitab, Yahya Mansor, Eman, Magdy Hegazy, Eman, Gamal, Esraa, Gamal, Heba, Kandil, Hend, Maher Abdelrouf, Doaa, Moaty, Mohamed, Gamal, Dina, El-Sagheer, Nada, Salah, Mohamed, Magdy, Salma, Salah, Asmaa, Essam, Ahmed, Ali, Ahmed, Badawy, Mahmoud, Ahmed, Sara, Mohamed, Mazed, Assal, Abdelrahman, Sleem, Mohamed, Ebidy, Mai, Abd-Elrazek, Aly, Zahran, Diaaaldin, Adam, Nourhan, Nazir, Mohamed, Hassanein, Adel B, Ismail, Ahmed, Elsawy, Amira, Mamdouh, Rana, Mabrouk, Mohamed, Ahmed, Lopna Ahmed Mohamed, Hassab Alnaby, Mohamed, Magdy, Eman, Abd-Elmawla, Manar, Fahim, Marwan, Mowafy, Bassant, Ibrahim Mahmoud, Moustafa, Allam, Meran, Alkelani, Muhammad, Halim El Gendy, Noran, Saad Aboul-Naga, Mariam, Alaa El-Din, Reham, Elgendy, Alyaa Halim, Ismail, Mohamed, Shalaby, Mahmoud, Adel Elsharkawy, Aya, Elsayed Moghazy, Mahmoud, Hesham Elbisomy, Khaled, Abdel Gawad Shakshouk, Hend, Hamed, Mohamed Fouad, Ebidy, Mai Mohamed, Abdelkader, Mostafa, Karkeet, Mohamed, Ahmed, Hayam, Adel, Israa, Omar, Mohammad Elsayed, Ibrahim, Mohamed, Ghoneim, Omar, Hesham, Omar, Gamal, Shimaa, Hilal, Karim, Arafa, Omar, Adel Awad, Sawsan, Salem, Menatalla, Abdellatif Elsherif, Fawzia, Elsabbagh, Nourhan, Aboelsoud, Moustafa R, Hossam Eldin Fouad Rida, Ahmed, Hossameldin, Amr, Hany, Ethar, Hosny Asar, Yomna, Anwar, Nourhan, Gadelkarim, Mohamed, Abdelhady, Samar, Mohamed Morshedy, Eman, Saad, Reham, Soliman, Nourhan, Salama, Mahmoud, Ezzat, Eslam, Mohamed, Arwa, Ibrahim, Arwa, Fergany, Alaa, Mohammed, Sara, Reda, Aya, Allam, Yomna, Saad, Hanan Adel, Abdelfatah, Afnan, Fathy, Aya Mohamed, El-Sehily, Ahmed, Abdalmageed Kasem, Esraa, Hassan, Ahmed Tarek Abdelbaset, Mohammed, Ahmed Rabeih, Saad, Abdalla Gamal, Elfouly, Yasmin, Elfouly, Nesma, Ibrahim, Arij, Hassaan, Amr, Mohammed, Mohammed Mustafa, Elhoseny, Ghada, Magdy, Mohamed, Abd Elkhalek, Esraa, Zakaria, Yehia, Ezzat, Tarek, Abo El Dahab, Ali, Kelany, Mohamed, Arafa, Sara, Mokhtar Mohamed Hassan, Osama, Mohamed Badwi, Nermin, Saber Sleem, Ahmad, Ahmed, Hussien, Abdelbadeai, Kholoud, Abozed Abdullah, Mohamed, Lokman, Muhammad Amsyar Auni, Bahar, Suraya, Rady Abdelazeam, Anan, Adelshone, Abdelrahman, Bin Hasnan, Muhammad, Zulkifli, Athirah, Kamarulzamil, Siti Nur Alia, Elhendawy, Abdelaziz, Latif, Aliang, Bin Adnan, Ahmad, Shaharuddin, Shahadatul, Haji Abdul Majid, Aminah Hanum, Amreia, Mahmoud, Al-Marakby, Dina, Salma, Mahmoud, Ismail, Mohamad Jeffrey Bin, Mohd Basir, Elissa Rifhan, Mohd Ali, Citra Dewi, Ata, Aya Yehia, Nasr, Maha, Rezq, Asmaa, Sheta, Ahmed, Tariq, Sherif, Sallam, Abd Elkhalek, Darwish, Abdelrhman KZ, Elmihy, Sohaila, Elhadry, Shady, Farag, Ahmed, Hajeh, Haidar, Abdelaal, Abdelaziz, Aglan, Amro, Zohair, Ahmed, Essam, Mahitab, Moussa, Omar, El-Gizawy, Esraa, Samy, Mostafa, Ali, Safia, El Halawany, Esraa, Ata, Ahmed, El Halawany, Mohamed, Nashat, Mohamed, Soliman, Samar, Elazab, Alaa, Samy, Mostada, Abdelaziz, Mohamed A, Ibrahim, Khaled, Ibrahim, Ahmed Mohamed, Gado, Ammar, Hantour, Usama, Alm Eldeen, Esraa, Loaloa, Mohamed Reda, Abouzaid, Arwa, Ahmed Bahaa Eldin, Mostafa, Hashad, Eman, Sroor, Fathy, Gamil, Doaa, Mahmoud Abdulhakeem, Eman, Zakaria, Mahmoud, Mohamed, Fawzy, Abubakr, Marwan, Ali, Elsayed, Magdy, Hesham, Ramadan, Menna Tallah, Abdelaty Mohamed, Mohamed, Mansour, Salma, Abdul Aziz Amin, Hager, Rabie Mohamed, Ahmed, Saami, Mahmoud, Ahmed Reda Elsayed, Nada, Tarek, Adham, Mohy Eldeen Mahmoud, Sabry, Magdy El Sayed, Islam, Reda, Amira, Yusuf Shawky, Martina, Mousa Salem, Mohammed, Alaa El-Din, Shahinaz, Abdullah Soliman, Noha, Talaat, Muhammed, Alaael-Dein, Shahinaz, Abd Elmoen Elhusseiny, Ahmed, Abdullah, Noha, Elshaar, Mohammed, Abdelfatah Ibraheem, Aya, Abdulaziz, Hager, Kamal Ismail, Mohammed, Hamdy Madkor, Mona, Abdelaty, Mohamed, Mahmoud Abdel-Kader, Sara, Mohamed Salah, Osama, Eldafrawy, Mahmoud, Zaki Eldeeb, Ahmed, Mahmoud Eid, Mostafa, Attia, Attia, Salah El-Dien, Khalid, Shwky, Ayman, Badenjki, Mohamed Adel, Soliman, Abdelrahman, Mahmoud Al Attar, Samaa, Sayed, Farrag, Abdel Sabour, Fahd, Azizeldine, Mohammed G, Shawqi, Muhammad, Hashim, Abdullah, Aamer, Ahmed, Abdelraouf, Ahmed Mahmoud, Abdelshakour, Mahmoud, Ibrahim, Amal, Mahmoud, Basma, Ali Mahmoud, Mohamed, Qenawy, Mostafa, Rashed, Ahmed M, Dahy, Ahmed, Sayed, Marwa, Shamsedine, Ahmed W, Mohamed, Bakeer, Hasan, Ahmad, Saad, Mahmoud M, Abdul Bassit, Khalil, Khalid Abd El-Latif, Nadia, Elzahed, Nada, El Kashash, Ahmed, Bekhet, Nada Mohamed, Hafez, Sarah, Gad, Ahmed, Maher, Mahmoud Elkhadragy, Abd El-Sameea, Ahmed, Hafez, Mohamed, Sabe, Ahmad, Ahmed, Ataa, Shahine, Ahmed, Dawood, Khaled, Gaafar, Shireen, Husseiny, Reem, Aboelmagd, Omnia, Soliman, Ahmed, Mesbah, Nourhan, Emadeldin, Hossam, Al Meligy, Amgad, Bekhet, Amira Hassan, Hasan, Doaa, Alhady, Khaled, Sabe, Ahmad Khaled, Elnajjar, Mahmoud A, Aboelella, Majed, Hamsho, Ward, Hassan, Ihab, Saad, Hala, Abdelazim, Galaleldin, Mahmoud, Hend, Wael, Noha, Kandil, Ahmedali M, Magdy, Ahmed, Said Elkholy, Shimaa, Adel, Badr Eldin, Dabbour, Kareem, Elsherbiney, Saged, Mattar, Omar, Khaled AbdRabou, Abdulshafi, Aly, Mohammed Yahia Mohamed, Geuoshy, Abdelrahman, Elnagar, Ahmedglal, Ahmed, Saraibrahim, Abdelmotaleb, Ibrahem, Saleh, Amr Ahmed, Mohammed Bakry, Hesham, Saeed, Manar, Mahmoud, Shady, Tawfik, Badreldin Adel, Ismail, Samar Adel, Zakaria, Esraay, Gad, Mariam O, Salah Elhelbawy, Mohamed, Bassem, Monica, Maraie, Noha, Medhat Elhadary, Nourhan, Semeda, Nourhan, Rabie Mohamed, Shaza, Bakry, Hesham Mohammed, Essam, AA, Tarek, Dina, Ashour, Khlood, Elhadad, Alaa, Abdel-Aty, Abdulrahman, Rakha, Ibrahim, Mamdouh Matter, Sara, Abdelhamed, Rasha, Abdelkader, Omar, Hassaan, Ayat, Soliman, Yasmin, Mohamed, Amna, Ghanem, Sara, Amr Mohamed Farouk, Sara, Ibrahim, Eman Mohamed, El-Taher, Esraa, Mostafa, Merna, Mahrous Badr, Mohamed Fawzy, Elsemelawy, Rofida, El-Sawy, Aya, Bakr, Ahmad, Al Rafati, Ahmad Abdel Razaq, Saar, Sten, Reinsoo, Arvo, Seyoum, Nebyou, Worku, Tewodros, Fitsum, Agazi, Tolonen, Matti, Leppäniemi, Ari, Sallinen, Ville, Parmentier, Benogreît, Peycelon, Matthieu, Irtan, Sabine, Dardenne, Sabrina, Robert, Elsa, Maillot, Betty, Courboin, Etienne, Arnaud, Alexis Pierre, Hascoet, Juliette, Abbo, Olivier, Ait Kaci, Amir, Prudhomme, Thomas, Ballouhey, Quentin, Grosos, Céline, Fourcade, Laurent, Cecilia, Tolg, Jean-Francois, Colombani, Helene, Francois-Coridon, Delforge, Xavier, Haraux, Elodie, Dousset, Bertrand, Schiavone, Roberto, Gaujoux, Sebastien, Marret, Jean-Baptiste, Haffreingue, Aurore, Rod, Julien, Renaux-Petel, Mariette, Lecompte, Jean-François, Bréaud, Jean, Gastaldi, Pauline, Taieb, Chouikh, Claire, Raquillet, Anis, Echaieb, Bustangi, Nasir, Lopez, Manuel, Scalabre, Aurelien, Grella, Maria Giovanna, Mariani, Aurora, Podevin, Guillaume, Schmitt, Françoise, Hervieux, Erik, Broch, Aline, Muller, Cecile, Bandoh, Dickson, Abantanga, Francis, Kyereh, Martin, Asumah, Hamza, Appiah, Eric Kofi, Wondoh, Paul, Gyedu, Adam, Dally, Charles, Agbedinu, Kwabena, Amoah, Michael, Yifieyeh, Abiboye, Owusu, Frank, Amoako-Boateng, Mabel, Dayie, Makafui, Hagan, Richmond, Debrah, Sam, Ohene-Yeboah, Micheal, Clegg-Lampety, Joe-Nat, Etwire, Victor, Dakubo, Jonathan, Essoun, Samuel, Bonney, William, Glover-Addy, Hope, Osei-Nketiah, Samuel, Amoako, Joachim, Adu-Aryee, Niiarmah, Appeadu-Mensah, William, Bediako-Bowan, Antoinette, Dedey, Florence, Ekow, Mattew, Akatibo, Emmanuel, Yakubu, Musah, Kordorwu, Hope Edem Kofi, Asare-Bediako, Kwasi, Tackie, Enoch, Aaniana, Kenneth, Acquah, Emmanuel, Opoku-Agyeman, Richard, Avoka, Anthony, Kusi, Kwasi, Maison, Kwame, Gyamfi, Frank Enoch, Naa Barnabas, Gandau, Abdul-Latif, Saiba, Taah Amoako, Philip, Davor, Anthony, Dassah, Victor, Dagoe, Enoch, Kwakyeafriyie, Prince, Akoto, Elliot, Ackom, Eric, Mensah, Ekow, Atkins, Ebenezer Takyi, Coompson, Christian Lari, Ivros, Nikolaos, Ferousis, Christoforos, Kalles, Vasileios, Agalianos, Christos, Kyriazanos, Ioannis, Barkolias, Christos, Tselos, Angelos, Tzikos, Georgios, Voulgaris, Evangelos, Lytras, Dimitrios, Bamicha, Athanasia, Psarianos, Kyriakos, Stefanopoulos, Anastasios, Patoulias, Ioannis, Sfougaris, Dimitrios, Valioulis, Ioannis, Balalis, Dimitrios, Korkolis, Dimitrios, Manatakis, Dimitrios K, Kyrou, Georgios, Karabelias, Georgios, Papaskarlatos, Iason-Antonios, Konstantina, Kolonia, Zampitis, Nikolaos, Germanos, Stylianos, Papailia, Aspasia, Theodosopoulos, Theodosios, Gkiokas, Georgios, Mitroudi, Magdalini, Panteli, Christina, Feidantsis, Thomas, Farmakis, Konstantinos, Kyziridis, Dimitrios, Ioannidis, Orestis, Parpoudi, Styliani, Gemenetzis, Georgios, Parasyris, Stavros, Anthoulakis, Christos, Nikoloudis, Nikolaos, Margaritis, Michail, Aguilera-Arevalo, Maria-Lorena, Coyoy-Gaitan, Otto, Rosales, Javier, Tale, Luis, Soley, Rafael, Barrios, Emmanuel, Rodriguez, Servio Tulio Torres, Paz Galvez, Carlos, Herrera Cruz, Danilo, Sanchez Rosenberg, Guillermo, Matheu, Alejandro, Cohen, David Monterroso, Paul, Marie, Charles, Angeline, Lam, Justin Chak Yiu, Yeung, Man Hon Andrew, Fok, Chi Ying Jacquelyn, Li, Ka Hin Gabriel, Lai, Anthony Chuk-Him, Cheung, Yuk Hong Eric, Wong, Hong Yee, Leung, Ka Wai, Lee, Tien Seng Bryan, Lam, Wai Him, Dao, Weihei, Kwok, Stephanie Hiu-wai, Chan, Tsz-Yan Katie, Ng, Yung Kok, Mak, TWC, Foo, Chi Chung, Yang, James, Bhatnagar, Ankur, Upadhyaya, Vijaid, Muddebihal, Uday, Dar, Wasim, Janardhan, KC, Aruldas, Neerav, Adella, Fidelis Jacklyn, Rulie, Anthonius Santoso, Iskandar, Ferdy, Setiawan, Jonny, Evajelista, Cicilia Viany, Natalie, Hani, Suyadi, Arlindawati, Gunawan, Rudy, Karismaningtyas, Herlin, Mata, Lusi Padma Sulistianingsih, Andika, Ferry Fitriya Ayu, Hasanah, Afifatun, Widiastini, T Ariani, Purwaningsih, Nurlaila Ayu, Mukin, Annisa Dewi Fitriana, Rahmah, Dina Faizatur, Nurqistan, Hazmi Dwinanda, Arsyad, Hasbi Maulana, Adhitama, Novia, Jeo, Wifanto Saditya, Sutandi, Nathania, Clarissa, Audrey, Gultom, Phebe Anggita, Billy, Matthew, Haloho, Andreass, Johanna, Nadya, Lee, Felix, Radin Dorani, Radin Mohd Nurrahman, Glynn, Martha, Alherz, Mohammad, Goh, Wennweoi, Shiwani, Haaris A, Sproule, Lorraine, Conlon, Kevin C, Bala, Miklosh, Kedar, Asaf, Turati, Luca, Bianco, Federica, Steccanella, Francesca, Gallo, Gaetano, Trompetto, Mario, Clerico, Giuseppe, Papandrea, Matteo, Sammarco, Giuseppe, Sacco, Rosario, Benevento, Angelo, Giavarini, Luisa, Giglio, Mariano Cesare, Bucci, Luigi, Pagano, Gianluca, Sollazzo, Viviana, Peltrini, Roberto, Luglio, Gaetano, Birindelli, Arianna, Di Saverio, Salomone, Tugnoli, Gregorio, Paludi, Miguel Angel, Mingrone, Pietro, Pata, Domenica, Selvaggi, Francesco, Selvaggi, Lucio, Pellino, Gianluca, Di Martino, Natale, Curletti, Gianluca, Aonzo, Paolo, Galleano, Raffaele, Berti, Stefano, Francone, Elisa, Boni, Silvia, Lorenzon, Laura, lo Conte, Annalisa, Balducci, Genoveffa, Confalonieri, Gianmaria, Pesenti, Giovanni, Gavagna, Laura, Vasquez, Giorgio, Targa, Simone, Occhionorelli, Savino, Andreotti, Dario, Pata, Giacomo, Armellini, Andrea, Chiesa, Deborah, Aquilino, Fabrizio, Chetta, Nicola, Picciariello, Arcangelo, Abdelkhalek, Mohamed, Belli, Andrea, De Franciscis, Silvia, Bigaran, Annamaria, Favero, Alessandro, Basso, Stefano MM, Salusso, Paola, Perino, Martina, Mochet, Sylvie, Sasia, Diego, Riente, Francesco, Migliore, Marco, Merlini, David, Basilicò, Silvia, Corbellini, Carlo, Lazzari, Veronica, Macchitella, Yuri, Bonavina, Luigi, Angelieri, Daniele, Coletta, Diego, Falaschi, Federica, Catani, Marco, Reali, Claudia, Malavenda, Mariastella, Del Basso, Celeste, Ribaldi, Sergio, Coletti, Massimo, Natili, Andrea, Depalma, Norma, Iannone, Immacolata, Antoniozzi, Angelo, Rossi, Davide, Gui, Daniele, Perrotta, Gerardo, Ripa, Matteo, Giardino, Francesco Ruben, Foco, Maurizio, Vicario, Erika, Coccolini, Federico, Nita, Gabriela Elisa, Leone, Nicoletta, Bondurri, Andrea, Maffioli, Anna, Simioni, Andrea, De Boni, Davide, Pasquali, Sandro, Goldin, Elena, Vendramin, Elena, Ciccioli, Eleonora, Tedeschi, Umberto, Bortolasi, Luca, Violi, Paola, Campagnaro, Tommaso, Conci, Simone, Lazzari, Giovanni, Iacono, Calogero, Gulielmi, Alfredo, Manfreda, Serena, Rinaldi, Anna, Ringressi, Maria Novella, Brunoni, Beatrice, Salamone, Giuseppe, Mangiapane, Mirko, De Marco, Paolino, La Brocca, Antonella, Tutino, Roberta, Silvestri, Vania, Licari, Leo, Fontana, Tommaso, Falco, Nicolò, Cocorullo, Gianfranco, Shalaby, Mostafa, Sileri, Pierpaolo, Arcudi, Claudio, Bsisu, Isam, Aljboor, Khaled, Abusalem, Lana, Alnusairat, Aseel, Qaissieh, Ahmad, Al-Dakka, Emad, Ababneh, Ali, Halhouli, Oday, Yusufali, Taha, Mohammed, Hussein, Lando, Justus, Parker, Robert, Ndegwa, Wairimu, Jokubauskas, Mantas, Gribauskaite, Jolanta, Kuliavas, Justas, Dulskas, Audrius, Samalavicius, Narimantas E, Jasaitis, Kristijonas, Parseliunas, Audrius, Nevieraite, Viktorija, Montrimaite, Margarita, Slapelyte, Evelina, Dainius, Edvinas, Riauka, Romualdas, Dambrauskas, Zilvinas, Subocius, Andrejus, Venclauskas, Linas, Gulbinas, Antanas, Bradulskis, Saulius, Kasputyte, Simona, Mikuckyte, Deimante, Kiudelis, Mindaugas, Jankus, Tomas, Petrikenas, Steponas, Pažuskis, Matas, Urniežius, Zigmantas, Vilčinskas, Mantas, Banaitis, Vincas Jonas, Gaižauskas, Vytautas, Grisin, Edvard, Mazrimas, Povilas, Rackauskas, Rokas, Drungilas, Mantas, Lagunavicius, Karolis, Lipnickas, Vytautas, Majauskyté, Dovilè, Jotautas, Valdemaras, Abaliksta, Tomas, Uščinas, Laimonas, Simutis, Gintaras, Ladukas, Adomas, Danys, Donatas, Laugzemys, Erikas, Mikalauskas, Saulius, Zdanyte Sruogiene, Elena, Višinskas, Petras, Žilinskienė, Reda, Dragatas, Deividas, Burmistrovas, Andrius, Tverskis, Zygimantas, Vaicius, Arturas, Mazelyte, Ruta, Zadoroznas, Antanas, Kaselis, Nerijus, Žiubrytė, Greta, Rahantasoa, Finaritra Casimir Fleur Prudence, Samison, Luc Hervé, Rasoaherinomenjanahary, Fanjandrainy, Tolotra, Todisoa Emmanuella Christina, Mukuzunga, Cornelius, Kwatiwani, Chimwemwe, Msiska, Nelson, Chai, Feng Yih, Asilah, Siti Mohd Desa, Syibrah, Khuzaimah Zahid, Chin, Pui Xin, Salleh, Afizah, Riswan, Nur Zulaika, Roslani, April Camilla, Chong, Hoong-Yin, Aziz, Nora Abdul, Poh, Keat-Seong, Chai, Chu-Ann, Kumar, Sandip, Taher, Mustafa Mohammed, Kosai, Nik Ritza, Abdul Aziz, Dayang Nita, Rajan, Reynu, Julaihi, Rokayah, Jethwani, Durvesh Lacthman, Yahaya, Muhammad Taqiyuddin, Nik Abdullah, Nik Azim, Mathew, Susan Wndy, Chung, Kuet Jun, Nirumal, Milaksh Kumar, Ern Tze, R Goh, Wan Ali, Syed Abdul Wahhab Eusoffee, Gan, Yiing Yee, Ting, Jesse Ron Swire, Sii, Samuel S Y, Koay, Kean Leong, Tan, Yi Koon, Cheah, Alvin Ee Zhiun, Wong, Chui Yee, Tuan Mat, Tuan Nur'Azmah, Chow, Crystal Yern Nee, Har, Prisca AL, Der, Yishan, Henry, Fitjerald, Low, Xinwei, Neo, Ya Theng, Heng, Hian Ee, Kong, Shu Ning, Gan, Cheewei, Mok, Yi Ting, Tan, Yee Wen, Palayan, Kandasami, Deva Tata, Mahadevan, Cheong, Yih Jeng, Gunaseelan, Kuhaendran, Wan Mohd Nasir, Wan Nurul 'Ain, Yoganathan, Pigeneswaren, Lee, Eu Xian, Saw, Jian Er, Yeang, Li Jing, Koh, Pei Ying, Lim, Shyang Yee, Teo, Shuang Yi, Grech, Nicole, Magri, Daniela, Cassar, Kristina, Mizzi, Christine, Falzon, Malcolm, Shaikh, Nihaal, Scicluna, Ruth, Zammit, Stefan, Mizzi, Sean, Brincat, Svetlana Doris, Tembo, Thelma, Hien Le, Vu Thanh, Grima, Tara, Sammut, Keith, Carabott, Kurt, Zarb, Ciskje, Navarro, Andre, Dimech, Thea, Camilleri, Georgette Marie, Bertuello, Isaac, Dalli, Jeffrey, Bonavia, Karl, Corro-Diaz, Samantha, Manriquez-Reyes, Marisol, Abdelhamid, Amina, Hrora, Abdelmalek, Benammi, Sarah, Bachri, Houda, Abbouch, Meryem, Boukhal, Khaoula, Bennai, Redouane Mammar, Belkouchi, Abdelkader, Jabal, Mohamed Sobhi, Benyaiche, Chaymae, Vermaas, Maarten, Duinhouwer, Lucia, Pastora, Javier, Wood, Greta, Merlo, Maria Soledad, Ajao, Akinlabi, Ayandipo, Omobolaji, Lawal, Taiwo, Abdurrazzaaq, Abdussemiu, Alada, Muslimat, Nasir, Abdulrasheed, Adeniran, James, Habeeb, Olufemi, Popoola, Ademola, Adeyeye, Ademola, Adebanjo, Ademola, Adesanya, Opeoluwa, Adeniyi, Adewale, Mendel, Henry, Bello, Bashir, Muktar, Umar, Osinowo, Adedapo, Olajide, Thomas Olagboyega, Oshati, Oyindamola, Ihediwa, George, Adenekan, Babajide, Nwinee, Victor, Alakaloko, Felix, Elebute, Olumide, Lawal, Abdulrazzaq, Bode, Chris, Olugbemi, Mojolaoluwa, Adesina, Alaba, Faturoti, Olubukola, Odutola, Oluwatomi, Adebola, Oluwaseyi, Onuoha, Clement, Taiwo, Ogechukwu, Williams, Omolara, Balogun, Fatai, Ajai, Olalekan, Oludara, Mobolaji, Njokanma, Iloba, Osuoji, Roland, Kache, Stephen, Ajah, Jonathan, Makama, Jerry, Adamu, Ahmed, Baba, Suleiman, Aliyu, Mohammad, Aliyu, Shamsudeen, Ukwenya, Yahaya, Aliyu, Halima, Sholadoye, Tunde, Daniyan, Muhammad, Ogunsua, Oluseyi, Anyanwu, Lofty-John, Sheshe, Abdurrahaman, Mohammad, Aminu, Olori, Samson, Mshelbwala, Philip, Odeyemi, Babatunde, Samson, Garba, Kehinde Timothy, Oyediran, Ali Samuel, Sani, Ajiboye, Anthony, Amole, Isaac, Abiola, Olajide, Olaolorun, Akin, Veen, Torhild, Kanani, Arezo, Styles, Kristian, Herikstad, Ragnar, Wiik Larsen, Johannes, Søreide, Jon Arne, Jensen, Elisabeth, Gran, Mads, Aahlin, Eirik Kjus, Gaarder, Tina, Monrad-Hansen, Peter Wiel, Næss, Pål Aksel, Lauzikas, Giedrius, Wiborg, Joachim, Holte, Silje, Augestad, Knut Magne, Banipal, Gurpreet Singh, Monteleone, Michela, Moe, Thomas Tetens, Schultz, Johannes Kurt, Nadeem, Najwa, Saqlain, Muhammad, Abbasy, Jibran, Alvi, Abdul Rehman, Shahzad, Noman, Bhopal, Kamran Faisal, Iftikhar, Zainab, Butt, Muhammad Talha, ul Razi, Syed Asaat, Ahmed, Asdaq, Khan Niazi, Ali, Raza, Ibrahim, Baluch, Fatima, Raza, Ahmed, Bani-Sadar, Ahmad, Adil, Muhammad, Raza, Awais, Javaid, Mahnoor, Waqar, Muhammad, Khan, Maryam Ali, Arshad, Mohammad Mohsin, Amjad, Mohammad Asim, Al-taher, Taher, Hamdan, Ayah, Salman, Ayman, Saadeh, Rana, Musleh, Aseel, Jaradat, Dana, Abushamleh, Soha, Hanoun, Sakhaa, Abu Qumbos, Amjad, Hamarshi, Aseel, Taher, Ayman And, Qawasmi, Israa, Qurie, Khalid, Altarayra, Marwa, Ghannam, Mohammad, Shaheen, Alaa, Herebat, Azher, Abdelhaq, Aram, Shalabi, Ahmad, Abu-toyour, Maram, Asi, Fatema, Shamasneh, Ala, Atiyeh, Anwar, Mustafa, Mousa, Zaa'treh, Rula, Dabboor, Majd, Alaloul, Enas, Baraka, Heba, Meqbil, Jehad, Al-Buhaisi, Alaa, Elshami, Mohamedraed, Afana, Samah, Jaber, Sahar, Alyacoubi, Said, Abuowda, Yousef, Idress, Tasneem, Abuqwaider, Eman, Al-saqqa, Sara, Bowabsak, Alaa, El Jamassi, Alaa, Hasanain, Doaa, Al-Farram, Hadeel, Salah, Maram, Firwana, Aya, Hamdan, Marwa, Awad, Israa, Ashour, Ahmad, Al Barrawi, Fayez Elian, Alkhatib, Ahmed, Al-Faqawi, Maha, Fares, Mohamed, Elmashala, Amjad, Adawi, Mohammad, Adawi, Ihdaa, Khreishi, Reem, Khreishi, Rose, Ghaben, Ahed, Machain Vega, Gustavo Miguel, Cardozo, Jorge Torres, Roche, Marcelo O'Higgins, Pertersen Servin, Gustavo Rodolfo, Segovia Lohse, Helmut Alfredo, Páez Lopez, Larissa Ines, Cardozo, Ramón Augusto Melo, Espinoza, Fernando, Pérez Rojas, Angel David, Sanchez, Diana, Samaniego, Camila Sanchez, Guevara Torres, Shalon, Calua, Alexander Canta, Razuri, Cesar, Ortiz, Nadia, Rodriguez, Xianelle, Carrasco, Nahilia, Saravia, Fridiz, Shibao Miyasato, Hector, Valcarcel-Saldaña, María, Bermúdez, Ysabel Esthefany Alejos, Carpio, Juan, Ruiz Panez, Walter, Toribio Orbegozo, Pedro Angel, Guzmán Dueñas, Carolina, Turpo Espinoza, Kevin, Sandoval Barrantes, Ana Maria, Chungui Bravo, Jorge Armando, Fuentes-Rivera, Lorena, Fernández, Carmen, Málaga, Bárbara, Ye, Joselyn, Velasquez, Ricardo, Salcedo, Jannin, Contreras-Vergara, Ana Lucia, Vergara Mejia, Angelica Genoveva, Gonzales Montejo, Maria Soledad, Escalante Salas, Marilia del Carmen, Alcca Ticona, Willy, Vargas, Marvin, Manrique Sila, George Christian, Mas, Robinson, del Pilar Paucar, Arazzelly, Román Velásquez, Armando José, Robledo-Rabanal, Alina, Solis, Ludwing Alexander Zeta, Turpo Espinoza, Kenny, Hamasaki Hamaguchi, José Luis, Florez Farfan, Erick Samuel, Madrid Barrientos, Linda Alvi, Herrera Matta, Juan Jaime, Mora, John Jemuel V, Redota, Menold Archee P, Roxas, Manuel Francisco, Maño, Maria Jesusa B, Parreno-Sacdalan, Marie Dione, Almanon, Christel Leanne, Walędziak, Maciej, Roszkowski, Rafał, Janik, Michał, Lasek, Anna, Radkowiak, Dorota, Rubinkiewicz, Mateusz, Fernandes, Cristina, Costa-Maia, Jose, Melo, Renato, Muntean, Liviu, Mironescu, Aurel Sandu, Vida, Lucian Corneliu, Popa, Mariuca, Mircea, Hogea, Vartic, Mihaela, Diaconescu, Bogdan, Bratu, Matei Razvan, Negoi, Ionut, Beuran, Mircea, Ciubotaru, Cezar, Uzabumwana, Norbert, Duhoranenayo, Dieudonne, Jovine, Elio, Zanini, Nicola, Landolfo, Giovanni, Aljiffry, Murad, Idris, Faisal, Alghamdi, Mohammed Saleh A, Maghrabi, Ashraf, Altaf, Abdulmalik, Alkaaki, Aroub, Khoja, Ahmad, Nawawi, Abrar, Turkustani, Sondos, Khalifah, Eyad, Albiety, Adel, Sahel, Sarah, Alshareef, Reham, Najjar, Mohammed, Alzahrani, Ahmed, Alghamdi, Ahmed, Alhazmi, Wedyan, Al Saied, Ghiath, Alamoudi, Mohammed, Riaz, Muhammed Masood, Hassanain, Mazen, Alhassan, Basmah, Altamimi, Abdullah, Alyahya, Reem, Al Subaie, Norah, Al Bastawis, Fatema, Altamimi, Afnan, Nouh, Thamer, Khan, Roaa, Radojkovic, Milan, Jeremic, Ljiljana, Nestorovic, Milica, Law, Jia Hao, Tan, Keith Say Kwang, Tan, Ryan Choon Kiat, Tan, Joel Kin, Joel, Lau Wen Liang, Chan, Xue Wei, Leong, Faith Qi Hui, Chong, Choon Seng, Koh, Sharon, Lee, Kai Yin, Lee, Kuok Chung, Pluke, Kent, Dedekind, Britta, Nashidengo, Puyearashid, Hampton, Mark Ian, Joosten, Johanna, Sobnach, Sanju, Roodt, Liana, Sander, Anthony, Pape, James, Maistry, Niveshni, Ndwambi, Phumudzo, Kinandu, Kamau, Tun, Myint, Du Toit, Frederick, Ellison, Quinn, Burger, Sule, Grobler, DC, Khulu, Lawrence Bongani, Moore, Rachel, Jennings, Vicky, Leusink, Astrid, Kariem, Nazmie, Gouws, Juan, Chu, Kathryn, Bougard, Heather, Noor, Fazlin, Dell, Angela, Van Straten, Stephanie, Khamajeet, Arvin, Tshisola, Serge Kapenda, Kabongo, Kalangu, Kong, Victor, Moodley, Yoshan, Anderson, Frank, Madiba, Thandinkosi, du Plooy, Flip, Hartford, Leila, Chilton, Gareth, Karjiker, Parveen, Mabitsela, Matlou Ernest, Ndlovu, Sibongile Ruth, Badicel, Maria, Jaich, Robert, Ruiz-Tovar, Jaime, Garcia-Florez, Luis, Otero-Díez, Jorge L, Ramos Pérez, Virginia, Aguado Suárez, Nuria, Minguez García, Javier, Corral Moreno, Sara, Collado, Maria Vicenta, Jiménez Carneros, Virginia, García Septiem, Javier, Gonzalez, Mariana, Picardo, Antonio, Esteban, Enrique, Ferrero, Esther, Espin-Basany, Eloy, Blanco-Colino, Ruth, Andriola, Valeria, Solar García, Lorena, Contreras, Elisa, García Bernardo, Carmen, Pagnozzi, Janet, Sanz, Sandra, Miyar de León, Alberto, Dorismé, Asnel, Rodicio, Joseluis, Suarez, Aida, Stuva, Jessica, Diaz Vico, Tamara, Fernandez-Vega, Laura, Soldevila-Verdeguer, Carla, Sena-Ruiz, Fatima, Pujol-Cano, Natalia, Diaz-Jover, Paula, Garcia-Perez, José Maria, Segura-Sampedro, Juan Jose, Pineño-Flores, Cristina, Ambrona-Zafra, David, Craus-Miguel, Andrea, Jimenez-Morillas, Patricia, Mazzella, Angela, Jayathilake, AB, Thalgaspitiya, SPB, Wijayarathna, LS, Wimalge, PMSN, Sanni, Hakeem Ayomi, Okenabirhie, Ogheneochuko, Homeida, Anmar, Younis, Abobaker, Omer, Omer Abdelbagi, Abdulaziz, Mustafa, Mussad, Ali, Adam, Ali, Björklund, Ida, Ahlqvist, Sandra, Thorell, Anders, Wogensen, Fredrik, Sokratous, Arestis, Breistrand, Michaela, Thorarinsdottir, Hildur, Sigurdadottir, Johanna, Nikberg, Maziar, Chabok, Abbas, Hjertberg, Maria, Elbe, Peter, Saraste, Deborah, Rutkowski, Wiktor, Forlin, Louise, Niska, Karoliina, Sund, Malin, Oswald, Dennis, Peros, Georgios, Bluelle, Rafael, Reinisch, Katharina, Frey, Daniel, Palma, Adrian, Raptis, Dimitri Aristotle, Zumbühl, Lucius, Zuber, Markus, Schmid, Roger, Werder, Gabriela, Nocito, Antonio, Gerosa, Alexandra, Mahanty, Silke, Widmer, Lukas Werner, Müller, Julia, Gübeli, Alissa, Zuk, Grzegorz, Gulcicek, Osman Bilgin, Vartanoglu, Talar, Kose, Emin, Karahan, Servet Rustu, Aydin, Mehmet Can, Sahbaz, Nuri Alper, Halicioglu, Ilkay, Alis, Halil, Sapci, Ipek, Adiyaman, Can, Pektaş, Ahmet Murat, Cengiz, Turgut Bora, Tansoker, Ilkan, Işler, Vedatcan, Cevik, Muazzez, Mutlu, Deniz, Ozben, Volkan, Ozmen, Berk Baris, Bayram, Sefa, Yolcu, Sinem, Kobal, Berna Buse, Toto, Ömer Faruk, Çakaloğlu, Haluk Cem, Karabulut, Kagan, Mutlu, Vahit, Ozkan, Bahar Busra, Celik, Saban, Semiz, Anil, Bodur, Selim, Gül, Enisburak, Murutoglu, Busra, Yildirim, Reyyan, Baki, Bahadir Emre, Arslan, Ekin, Ulusahin, Mehmet, Guner, Ali, Tomas, Kudir, Walker, Nathan, Shrimanker, Nikhita, Cole, Simon, Breslin, Ryan, Srinivasan, Ravi, Elshaer, Mohamed, Hunter, Kristina, Al-Bahrani, Ahmed, Liew, Ignatius, Mairs, Nora Grace, Rocke, Alistair, Dick, Lachlan, Qureshi, Mobeen, Chowdhury, Debkumar, Wright, Naomi, Skerritt, Clare, Kufeji, Dorothy, Ho, Adrienne, Dissanayake, Tharindra, Tennakoon, Athula, Ali, Wadah, Lim, Shujing Jane, Tan, Charlene, O'Neill, Stephen, Jones, Catrin, Knight, Stephen, Nassif, Dima, Sharma, Abhishek, Warren, Oliver, White, Rebecca, Mehdi, Aia, Post, Nathan, Kalakouti, Eliana, Dashnyam, Enkhbat, Stourton, Frederick, Mykoniatis, Ioannis, Currow, Chelise, Wong, Francisca, Gupta, Ashish, Shatkar, Veeranna, Luck, Joshua, Kadiwar, Suraj, Smedley, Alexander, Wakefield, Rebecca, Herrod, Philip, Blackwell, James, Lund, Jonathan, Cohen, Fraser, Bandi, Ashwath, Giuliani, Stefano, Bond-Smith, Giles, Pezas, Theodore, Farhangmehr, Neda, Urbonas, Tomas, Perenyei, Miklos, Ireland, Philip, Blencowe, Natalie, Bowling, Kirk, Bunting, David, Longstaff, Lydia, Keogh, Kenneth, Jeon, Hyunjin, Iqbal, Muhammad Rafaih, Khosla, Shivun, Jeffery, Anna, Perera, James, Ibrahem, Ahmad Aboelkassem, Alhammali, Tariq, Salama, Yahya, Oram, Shaun, Kidd, Thomas, Cullen, Fraser, Owen, Christopher, Wilson, Michael, Chiu, Seehui, Sarafilovic, Hannah, Ploski, Jennifer, Evans, Elizabeth, Abbas, Athar, Kamya, Sylvia, Ishak, Norzawani, Bisset, Carly, Andress, Cedar, Chin, Ye Ru, Patel, Priya, Evans, David, Haslegrave, Aidan, Boggon, Adam, Laurie, Kirsten, Connor, Katie, Mann, Thomas, Mansuri, Anahita, Davies, Rachel, Griffiths, Ewen, Shahbaz, Aized Raza, Eng, Calvin, Din, Farhat, L'Heveder, Ariadne, Park, Esther HG, Ravishankar, Ramanish, McIntosh, Kirsten, Yau, Jih Dar, Chan, Luke, McGarvie, Susan, Tang, Lingshan, Lim, Hui, Yap, Suhhuey, Park, Jay, Ng, Zhan Herr, Mirza, Shahrukh, Ang, Yun Lin, Walls, Luke, Roy, Chloe, Paterson-Brown, Simon, Camilleri-Brennan, Julian, Mclean, Kenneth, D'Souza, Michelle S, Pronin, Savva, Henshall, David Ewart, Ter, Eunice Zuling, Fouad, Dina, Minocha, Ashish, English, William, Morgan, Catrin, Townsend, Dominic, Maciejec, Laura, Mahdi, Shareef, Akpenyi, Onyinye, Hall, Elisabeth, Caydiid, Hanaan, Rob, Zakaria, Abbott, Tom, Torrance, Hew D, Johnston, Robin, Gani, Mohammed Aki, Gravante, Gianpiero, Rajmohan, Shivanchan, Majid, Kiran, Dindyal, Shiva, Smith, Christopher, Palliyil, Madanmohan, Patel, Sanjay, Nicholson, Luke, Harvey, Neil, Baillie, Katie, Shillito, Sam, Kershaw, Suzanne, Bamford, Rebecca, Orton, Peter, Reunis, Elke, Tyler, Robert, Soon, Wai Cheong, Jama, Guled M, Dhillon, Dharminder, Patel, Khyati, Nanthakumaran, Shayanthan, Heard, Rachel, Chen, Kar Yan, Barmayehvar, Behrad, Datta, Uttaran, Kamarajah, Sivesh K, Karandikar, Sharad, Iftekhar Tani, Sobhana, Monaghan, Eimear, Donnelly, Philippa, Walker, Michael, Parakh, Jehangirshaw, Blacker, Sarah, Kaul, Anil, Paramasivan, Arjun, Farag, Sameh, Nessa, Ashrafun, Awadallah, Salwa, Lim, Jieqi, Chean Khun Ng, James, Kiran, Ravi P, Murray, Alice, Etchill, Eric, Dasari, Mohini, Puyana, Juan, Haddad, Nadeem, Zielinski, Martin, Choudhry, Asad, Caliman, Celeste, Beamon, Mieshia, Duane, Therese, Swaroop, Mamta, Myers, Jonathan, Deal, Rebecca, Schadde, Erik, Hemmila, Mark, Napolitano, Lena, To, Kathleen, Makupe, Alex, Musowoya, Joseph, van der Naald, Niels, Kumwenda, Dayson, Reece-Smith, Alex, Otten, Kars, Verbeek, Anna, Prins, Marloes, Baquero Suarez, Alibeth Andres, Balmaceda, Ruben, Deane, Chelsea, Dijan, Emilio, Elfiky, Mahmoud, Koskenvuo, Laura, Thollot, Aurore, Limoges, Bernard, Capito, Carmen, Alexandre, Challine, Kotobi, Henri, Leroux, Julien, Pinnagoda, Kalitha, Henric, Nicolas, Azzis, Olivier, Rosello, Olivier, Francois, Poddevin, Etienne, Sara, Buisson, Philippe, Hmila, Sophian, Clegg-Lamptey, Joe-Nat, Imoro, Osman, Abem, Owusu Emmanuel, Papageorgiou, Dimitrios, Soulou, Vasiliki, Asturias, Sabrina, Peña, Lenin, O'Connor, Donal B, Luc, Alberto Realis, Russo, Alfio Alessandro, Ruzzenente, Andrea, Taddei, Antonio, Cona, Camilla, Bottini, Corrado, Pascale, Giovanni, Rotunno, Giuseppe, Solaini, Leonardo, Pascale, Marco Maria, Notarnicola, Margherita, Corbellino, Mario, Sacco, Michele, Ubiali, Paolo, Cautiero, Roberto, Bocchetti, Tommaso, Muzio, Elena, Guglielmo, Vania, Morandi, Eugenio, Mao, Patrizio, de Luca, Emilia, Ali, Farah Mahmoud, Žilinskas, Justas, Strupas, Kestutis, Kondrotas, Paulius, Baltrunas, Robertas, Kutkevicius, Juozas, Ignatavicius, Povilas, Tan, Choy Ling, Siaw, Jia Yng, Yam, Sir Young, Wilson, Ling, Aziz, Mohamed Rezal Abdul, Bondin, John, Zorrilla, Carmina Diaz, Majbar, Anass, Sale, Danjuma, Abdullahi, Lawal, Osagie, Olabisi, Faboya, Omolara, Fatuga, Adedeji, Taiwo, Agboola, Nwabuoku, Emeka, Bliksøen, Marte, Khan, Zain Ali, Coronel, Jazmin, Miranda, Cesar, Vasquez, Idelso, Helguero-Santin, Luis M, Rickard, Jennifer, Adedeji, Adesina, Alqahtani, Saleh, Rath, Max, Van Niekerk, Michael, Koto, Modise Zacharia, Matos-Puig, Roel, Israelsson, Leif, Schuetz, Tobias, Yuksek, Mahmut Arif, Mericliler, Meric, Wolf, Bernhard, Fairfield, Cameron, Yong, Guo Liang, Whitehurst, Katharine, Redgrave, Natalie, Musyoka, Caroluce K, Olivier, James, Lee, Kathryn, Cox, Michael, Farhan-Alanie, Muhamed M H, Callan, Rory, Chibuye, Chali, Ali, Tebian Hassanein Ahmed, Rekhis, Syrine, Rommaneh, Muna, Sam, Zi Hao, Pugliesi, Thays Brunelli, Pardo, Gabriel, and Blanco, Ruth

Published
2018
Full Text
View/download PDF

42. Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization

Author

Srinivasan, Ravi Francesco, Mignacco, Francesca, Sorbaro, Martino, Refinetti, Maria, Cooper, Avi, Kreiman, Gabriel, and Dellaferrera, Giorgia

Subjects
FOS: Computer and information sciences, Computer Science - Machine Learning, Machine Learning (cs.LG)
Abstract

"Forward-only" algorithms, which train neural networks while avoiding a backward pass, have recently gained attention as a way of solving the biologically unrealistic aspects of backpropagation. Here, we first discuss the similarities between two "forward-only" algorithms, the Forward-Forward and PEPITA frameworks, and demonstrate that PEPITA is equivalent to a Forward-Forward with top-down feedback connections. Then, we focus on PEPITA to address compelling challenges related to the "forward-only" rules, which include providing an analytical understanding of their dynamics and reducing the gap between their performance and that of backpropagation. We propose a theoretical analysis of the dynamics of PEPITA. In particular, we show that PEPITA is well-approximated by an "adaptive-feedback-alignment" algorithm and we analytically track its performance during learning in a prototype high-dimensional setting. Finally, we develop a strategy to apply the weight mirroring algorithm on "forward-only" algorithms with top-down feedback and we show how it impacts PEPITA's accuracy and convergence rate.

Published
2023
Full Text
View/download PDF

48. Ultraviolet Radiation Transmission in Building's Fenestration: Part II, Exploring Digital Imaging, UV Photography, Image Processing, and Computer Vision Techniques.

Author

Onatayo, Damilola Adeniyi, Srinivasan, Ravi Shankar, and Shah, Bipin

Subjects
IMAGE processing, DIGITAL image processing, PHOTOGRAPHY, MATHEMATICAL transformations, COMPUTER vision, DIGITAL technology, ULTRAVIOLET radiation
Abstract

The growing demand for sustainable and energy-efficient buildings has highlighted the need for reliable and accurate methods to detect fenestration deterioration and assess UV radiation transmission. Traditional detection techniques, such as spectrophotometers and radiometers, discussed in Part I, are often expensive and invasive, necessitating more accessible and cost-effective solutions. This study, which is Part II, provides an in-depth exploration of the concepts and methodologies underlying UV bandpass-filtered imaging, advanced image processing techniques, and the mechanisms of pixel transformation equations. The aim is to lay the groundwork for a unified approach to detecting ultraviolet (UV) radiation transmission in fenestration glazing. By exploiting the capabilities of digital imaging devices, including widely accessible smartphones, and integrating them with robust segmentation techniques and mathematical transformations, this research paves the way for an innovative and potentially democratized approach to UV detection in fenestration glazing. However, further research is required to optimize and tailor the detection methods and approaches using digital imaging, UV photography, image processing, and computer vision for specific applications in the fenestration industry and detecting UV transmission. The complex interplay of various physical phenomena related to UV radiation, digital imaging, and the unique characteristics of fenestration glazing necessitates the development of a cohesive framework that synergizes these techniques while addressing these intricacies. While extensively reviewing existing techniques, this paper highlights these challenges and sets the direction for future research in the UV imaging domain. [ABSTRACT FROM AUTHOR]

Published
2023
Full Text
View/download PDF

49. To talk or not?: An analysis of firm‐initiated social media communication's impact on firm value preservation during a massive disruption across multiple firms and industries.

Author

Srinivasan, Ravi, Jha, Ashish Kumar, and Verma, Nishant Kumar

Subjects
DISRUPTIVE innovations, ENTERPRISE value, SOCIAL media, STOCKHOLDER wealth, COVID-19 pandemic, STANDARD & Poor's 500 Index
Abstract

We examine the role of firm‐initiated social media communication using Twitter in mitigating the negative impact of large‐scale disruptions, such as the Covid‐19 pandemic, on the shareholder value of firms. We develop our hypotheses using signaling theory and test them using data collected from Twitter and Bloomberg®. Our data set consists of 121,988 firm‐generated tweets from 467 S&P 500 firms collected in March 2020 at the time of the lockdown announcement in the United States. We find that frequent and relevant communication reduces latency and increases the observability of messages, preserving a firm's shareholder value. We also find that a positive outlook and extent of interest from stakeholders results in preserving shareholder value. On average, firms lost about 1.08% of their market value per day (about 9.72% during the 9‐day period around the lockdown announcement). Our study contributes to the extant literature in three ways: (1) adds to the literature on disruptions–shareholder value by considering large‐scale disruptions such as the Covid‐19 pandemic, (2) highlights informational and communication elements of risk management strategy, and (3) adds to the growing body of literature on Twitter by considering firm‐generated tweets. The results of our study are of importance to managers as well. For instance, firms tweeted about 57 times per week, and each additional tweet could preserve about $5.85 million of a firm's market valuation, on average. Also, it is not enough that the firms took appropriate actions during a large‐scale disruption; they also need to communicate their actions and its implications to their stakeholders effectively. These results can help managers devise their Twitter communication strategy during large‐scale disruptions. [ABSTRACT FROM AUTHOR]

Published
2023
Full Text
View/download PDF

50. Ultraviolet Radiation Transmission in Buildings' Fenestration: Part I, Detection Methods and Approaches Using Spectrophotometer and Radiometer.

Author

Onatayo, Damilola Adeniyi, Srinivasan, Ravi Shankar, and Shah, Bipin

Subjects
LAMINATED glass, SPECTROPHOTOMETERS, RADIOMETERS, LAMINATED materials, MICROWAVE radiometers, COMPUTER vision, ENERGY consumption, ULTRAVIOLET radiation, SOLAR ultraviolet radiation
Abstract

Fenestration, comprising windows and other openings in a building, influences occupant health and well-being while also enhancing energy efficiency through optimized design and placement. Selecting glazing materials that block or filter harmful UV radiation is crucial, as is having reliable methods to measure their UV transmission. This research paper, which comprises Part I of II, conducts an exhaustive analysis of the predominant methodologies and associated challenges inherent in assessing ultraviolet (UV) radiation transmission and deterioration status in fenestration, with particular emphasis on the usage of spectrophotometers and radiometers. It details the economic and operational challenges associated with these instruments and the limitations they pose in terms of sample size and the impact of glazing material degradation over time. Additionally, the paper provides a comparative analysis of UV radiation transmission characteristics across different glazing configurations such as green or yellow patterned glass, laminate glass, clear glass treated with UV protection film, and float glass. The review identifies laminated glass material as offering the best protection. Although spectrophotometers and radiometers offer high levels of accuracy in transmission data detection, their adoption is hindered by considerable financial and operational challenges. The paper underscores the need for developing alternative methodologies that are economically viable, operationally less complex, and are capable of overcoming the limitations of the traditional methods of detection, which will facilitate optimal fenestration configurations for UV protection and energy efficiency in buildings. The proposed Part II paper will explore UV imaging, image processing, and computer vision techniques as potential alternative approaches. [ABSTRACT FROM AUTHOR]

Published
2023
Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results