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246 results on '"Pashami, Sepideh"'

201. From Disentangled Representation to Concept Ranking: Interpreting Deep Representations in Image Classification Tasks

Author: Ferreira dos Santos, Eric, Mileo, Alessandra, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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202. Is Attention Interpretation? A Quantitative Assessment on Sets

Author: Haab, Jonathan, Deutschmann, Nicolas, Martínez, María Rodríguez, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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203. Anomaly Detection for Physical Threat Intelligence

Author: Mignone, Paolo, Malerba, Donato, Ceci, Michelangelo, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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204. Combining Image Enhancement Techniques and Deep Learning for Shallow Water Benthic Marine Litter Detection

Author: Bancud, Gil Emmanuel, Labanon, Alex John, Abreo, Neil Angelo, Kobayashi, Vladimer, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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205. Cluster Algorithm for Social Choice

Author: d’Ajello, Emanuele, Formica, Davide, Masciari, Elio, Mattia, Gaia, Anniciello, Arianna, Moscariello, Cristina, Quintarelli, Stefano, Zaccarella, Davide, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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206. Multi-modal Terminology Management : Corpora, Data Models, and Implementations in TermStar

Author: Giai, Enrico, Poeta, Nicola, Turnbull, David, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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207. Rules, Subgroups and Redescriptions as Features in Classification Tasks

Author: Mihelčić, Matej, Šmuc, Tomislav, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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208. Evaluation of Group Fairness Measures in Student Performance Prediction Problems

Author: Le Quy, Tai, Nguyen, Thi Huyen, Friege, Gunnar, Ntoutsi, Eirini, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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209. Exploitation and Merge of Information Sources for Public Procurement Improvement

Author: Nai, Roberto, Sulis, Emilio, Pasteris, Paolo, Giunta, Mirko, Meo, Rosa, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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210. A Temporal Fusion Transformer for Long-Term Explainable Prediction of Emergency Department Overcrowding

Author: Caldas, Francisco M., Soares, Cláudia, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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211. Geovisualisation Tools for Reporting and Monitoring Transthyretin-Associated Familial Amyloid Polyneuropathy Disease

Author: Lôpo, Rúben X., Jorge, Alípio M., Pedroto, Maria, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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212. Fault Detection in Wastewater Treatment Plants: Application of Autoencoders Models with Streaming Data

Author: Salles, Rodrigo, Mendes, Jérôme, Ribeiro, Rita P., Gama, João, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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213. A Unified Framework for Assessing Energy Efficiency of Machine Learning

Author: Fischer, Raphael, Jakobs, Matthias, Mücke, Sascha, Morik, Katharina, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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214. A Reinforcement Learning Algorithm for Fair Electoral Redistricting in Parliamentary Systems

Author: Evans, Callum, Barbosa, Hugo, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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215. Ethical and Technological AI Risks Classification: A Human Vs Machine Approach

Author: Teixeira, Sónia, Veloso, Bruno, Rodrigues, José Coelho, Gama, João, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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216. A Social Media Tool for Domain-Specific Information Retrieval - A Case Study in Human Trafficking

Author: Griné, Tito, Teixeira Lopes, Carla, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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217. Gender Stereotyping Impact in Facial Expression Recognition

Author: Dominguez-Catena, Iris, Paternain, Daniel, Galar, Mikel, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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218. Study on Correlation Between Vehicle Emissions and Air Quality in Porto

Author: Shaji, Nirbhaya, Andrade, Thiago, Ribeiro, Rita P., Gama, João, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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219. Intelligently Detecting Information Online-Weaponisation Trends (IDIOT)

Author: Kara-Isitt, Fawzia Zehra, Swift, Stephen, Tucker, Allan, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Koprinska, Irena, editor, Mignone, Paolo, editor, Guidotti, Riccardo, editor, Jaroszewicz, Szymon, editor, Fröning, Holger, editor, Gullo, Francesco, editor, Ferreira, Pedro M., editor, Roqueiro, Damian, editor, Ceddia, Gaia, editor, Nowaczyk, Slawomir, editor, Gama, João, editor, Ribeiro, Rita, editor, Gavaldà, Ricard, editor, Masciari, Elio, editor, Ras, Zbigniew, editor, Ritacco, Ettore, editor, Naretto, Francesca, editor, Theissler, Andreas, editor, Biecek, Przemyslaw, editor, Verbeke, Wouter, editor, Schiele, Gregor, editor, Pernkopf, Franz, editor, Blott, Michaela, editor, Bordino, Ilaria, editor, Danesi, Ivan Luciano, editor, Ponti, Giovanni, editor, Severini, Lorenzo, editor, Appice, Annalisa, editor, Andresini, Giuseppina, editor, Medeiros, Ibéria, editor, Graça, Guilherme, editor, Cooper, Lee, editor, Ghazaleh, Naghmeh, editor, Richiardi, Jonas, editor, Saldana, Diego, editor, Sechidis, Konstantinos, editor, Canakoglu, Arif, editor, Pido, Sara, editor, Pinoli, Pietro, editor, Bifet, Albert, editor, and Pashami, Sepideh, editor
Published: 2023
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220. Multi-domain adaptation for regression under conditional distribution shift.

Author: Taghiyarrenani, Zahra, Nowaczyk, Sławomir, Pashami, Sepideh, and Bouguelia, Mohamed-Rafik
Subjects: *ARTIFICIAL neural networks, *VECTOR spaces, *PROBLEM solving
Abstract: Domain adaptation (DA) methods facilitate cross-domain learning by minimizing the marginal or conditional distribution shift between domains. However, the conditional distribution shift is not well addressed by existing DA techniques for the cross-domain regression learning task. In this paper, we propose Multi-Domain Adaptation for Regression under Conditional shift (DARC) method. DARC constructs a shared feature space such that linear regression on top of that space generalizes to all domains. In other words, DARC aligns different domains according to the task-related information encoded in the values of the dependent variable. It is achieved using a novel Pairwise Similarity Preserver (PSP) loss function. PSP incentivizes the differences between the outcomes of any two samples, regardless of their domain(s), to match the distance between these samples in the constructed space. We perform experiments in both two-domain and multi-domain settings. The two-domain setting is helpful, especially when one domain contains few available labeled samples and can benefit from adaptation to a domain with many labeled samples. The multi-domain setting allows several domains, each with limited data, to be adapted collectively; thus, multiple domains compensate for each other's lack of data. The results from all the experiments conducted both on synthetic and real-world datasets confirm the effectiveness of DARC. • We propose a new pairwise similarity preserver loss function for regression tasks. • We propose a new domain adaptation method for regression tasks. • Our proposed method adapts domains with any arbitrary shift, concept, or covariate. • Our proposed method is capable of adapting multiple domains. • The results prove our method's efficiency in solving real-world problems. [ABSTRACT FROM AUTHOR]
Published: 2023
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221. Fast Genetic Algorithm for feature selection — A qualitative approximation approach.

Author: Altarabichi, Mohammed Ghaith, Nowaczyk, Sławomir, Pashami, Sepideh, and Mashhadi, Peyman Sheikholharam
Subjects: *GENETIC algorithms, *PARTICLE swarm optimization, *FEATURE selection, *SWARM intelligence, *EVOLUTIONARY computation, *EVOLUTIONARY algorithms
Abstract: Evolutionary Algorithms (EAs) are often challenging to apply in real-world settings since evolutionary computations involve a large number of evaluations of a typically expensive fitness function. For example, an evaluation could involve training a new machine learning model. An approximation (also known as meta-model or a surrogate) of the true function can be used in such applications to alleviate the computation cost. In this paper, we propose a two-stage surrogate-assisted evolutionary approach to address the computational issues arising from using Genetic Algorithm (GA) for feature selection in a wrapper setting for large datasets. We define "Approximation Usefulness" to capture the necessary conditions to ensure correctness of the EA computations when an approximation is used. Based on this definition, we propose a procedure to construct a lightweight qualitative meta-model by the active selection of data instances. We then use a meta-model to carry out the feature selection task. We apply this procedure to the GA-based algorithm CHC (Cross generational elitist selection, Heterogeneous recombination and Cataclysmic mutation) to create a Qualitative approXimations variant, CHC Q X. We show that CHC Q X converges faster to feature subset solutions of significantly higher accuracy (as compared to CHC), particularly for large datasets with over 100K instances. We also demonstrate the applicability of the thinking behind our approach more broadly to Swarm Intelligence (SI), another branch of the Evolutionary Computation (EC) paradigm with results of PSO Q X , a qualitative approximation adaptation of the Particle Swarm Optimization (PSO) method. A GitHub repository with the complete implementation is available. 2 2 https://github.com/Ghaith81/Fast-Genetic-Algorithm-For-Feature-Selection. • A method to construct computationally efficient meta-models for feature selection. • A definition of the necessary conditions to ensure correctness of EA computation. • Our algorithm converges faster than a wrapper GA, particularly for large datasets. • The approach is useful independently of the used metaheuristic as shown with PSO. • We demonstrate the HUX crossover averaging effect when used in binary optimization. [ABSTRACT FROM AUTHOR]
Published: 2023
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222. When Size Matters: Markov Blanket with Limited Bit Depth Conditional Mutual Information

Author: Morán-Fernández, Laura, Blanco-Mallo, Eva, Sechidis, Konstantinos, Alonso-Betanzos, Amparo, Bolón-Canedo, Verónica, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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223. Leveraging Automated Mixed-Low-Precision Quantization for Tiny Edge Microcontrollers

Author: Rusci, Manuele, Fariselli, Marco, Capotondi, Alessandro, Benini, Luca, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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224. Dynamic Complexity Tuning for Hardware-Aware Probabilistic Circuits

Author: Galindez Olascoaga, Laura I., Meert, Wannes, Shah, Nimish, Verhelst, Marian, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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225. On the Difficulty of Designing Processor Arrays for Deep Neural Networks

Author: Stehle, Kevin, Schindler, Günther, Fröning, Holger, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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226. ML Training on a Tiny Microcontroller for a Self-adaptive Neural Network-Based DC Motor Speed Controller

Author: Funk, Frederik, Bucksch, Thorsten, Mueller-Gritschneder, Daniel, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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227. Time to Learn: Temporal Accelerators as an Embedded Deep Neural Network Platform

Author: Cichiwskyj, Christopher, Qian, Chao, Schiele, Gregor, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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228. hxtorch: PyTorch for BrainScaleS-2 : Perceptrons on Analog Neuromorphic Hardware

Author: Spilger, Philipp, Müller, Eric, Emmel, Arne, Leibfried, Aron, Mauch, Christian, Pehle, Christian, Weis, Johannes, Breitwieser, Oliver, Billaudelle, Sebastian, Schmitt, Sebastian, Wunderlich, Timo C., Stradmann, Yannik, Schemmel, Johannes, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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229. Search Space Complexity of Iteration Domain Based Instruction Embedding for Deep Learning Accelerators

Author: Rieber, Dennis, Fröning, Holger, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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230. Inference with Artificial Neural Networks on Analog Neuromorphic Hardware

Author: Weis, Johannes, Spilger, Philipp, Billaudelle, Sebastian, Stradmann, Yannik, Emmel, Arne, Müller, Eric, Breitwieser, Oliver, Grübl, Andreas, Ilmberger, Joscha, Karasenko, Vitali, Kleider, Mitja, Mauch, Christian, Schreiber, Korbinian, Schemmel, Johannes, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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231. Self Hyper-parameter Tuning for Stream Classification Algorithms

Author: Veloso, Bruno, Gama, João, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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232. Unsupervised Machine Learning Methods to Estimate a Health Indicator for Condition Monitoring Using Acoustic and Vibration Signals: A Comparison Based on a Toy Data Set from a Coffee Vending Machine

Author: Tefera, Yonas, Meire, Maarten, Luca, Stijn, Karsmakers, Peter, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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233. Interactive Anomaly Detection Based on Clustering and Online Mirror Descent

Author: Cheng, Lingyun, Sundaresh, Sadhana, Bouguelia, Mohamed-Rafik, Dikmen, Onur, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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234. Embeddings Based Parallel Stacked Autoencoder Approach for Dimensionality Reduction and Predictive Maintenance of Vehicles

Author: Revanur, Vandan, Ayibiowu, Ayodeji, Rahat, Mahmoud, Khoshkangini, Reza, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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235. CycleFootprint: A Fully Automated Method for Extracting Operation Cycles from Historical Raw Data of Multiple Sensors

Author: Fanaee-T, Hadi, Bouguelia, Mohamed-Rafik, Rahat, Mahmoud, Blixt, Jonathan, Singh, Harpal, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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236. AutoML for Predictive Maintenance: One Tool to RUL Them All

Author: Tornede, Tanja, Tornede, Alexander, Wever, Marcel, Mohr, Felix, Hüllermeier, Eyke, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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237. Unsupervised Anomaly Detection for Communication Networks: An Autoencoder Approach

Author: Bonte, Pieter, Hautte, Sander Vanden, Lejon, Annelies, Ledoux, Veerle, De Turck, Filip, Van Hoecke, Sofie, Ongenae, Femke, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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238. Explainable Process Monitoring Based on Class Activation Map: Garbage In, Garbage Out

Author: Oh, Cheolhwan, Moon, Junhyung, Jeong, Jongpil, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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239. Enhancing Siamese Neural Networks Through Expert Knowledge for Predictive Maintenance

Author: Klein, Patrick, Weingarz, Niklas, Bergmann, Ralph, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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240. Failure Detection of an Air Production Unit in Operational Context

Author: Barros, Mariana, Veloso, Bruno, Pereira, Pedro M., Ribeiro, Rita P., Gama, João, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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241. Challenges of Stream Learning for Predictive Maintenance in the Railway Sector

Author: Le Nguyen, Minh Huong, Turgis, Fabien, Fayemi, Pierre-Emmanuel, Bifet, Albert, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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242. Valve Health Identification Using Sensors and Machine Learning Methods

Author: Atif Qureshi, M., Miralles-Pechuán, Luis, Payne, Jason, O’Malley, Ronan, Namee, Brian Mac, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Gama, Joao, editor, Pashami, Sepideh, editor, Bifet, Albert, editor, Sayed-Mouchawe, Moamar, editor, Fröning, Holger, editor, Pernkopf, Franz, editor, Schiele, Gregor, editor, and Blott, Michaela, editor
Published: 2020
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243. Material handling machine activity recognition by context ensemble with gated recurrent units.

Author: Chen, Kunru, Rögnvaldsson, Thorsteinn, Nowaczyk, Sławomir, Pashami, Sepideh, Klang, Jonas, and Sternelöv, Gustav
Subjects: *MATERIALS handling, *MACHINING, *MACHINE learning, *FORKLIFT trucks, *PRODUCT improvement, *PRODUCT design
Abstract: Research on machine activity recognition (MAR) is drawing more attention because MAR can provide productivity monitoring for efficiency optimization, better maintenance scheduling, product design improvement, and potential material savings. A particular challenge of MAR for human-operated machines is the overlap when transiting from one activity to another: during transitions, operators often perform two activities simultaneously, e.g., lifting the fork already while approaching a rack, so the exact time when one activity ends and another begins is uncertain. Machine learning models are often uncertain during such activity transitions, and we propose a novel ensemble-based method adapted to fuzzy transitions in a forklift MAR problem. Unlike traditional ensembles, where models in the ensemble are trained on different subsets of data, or with costs that force them to be diverse in their responses, our approach is to train a single model that predicts several activity labels, each under a different context. These individual predictions are not made by independent networks but are made using a structure that allows for sharing important features, i.e., a context ensemble. The results show that the gated recurrent unit network can provide medium or strong confident context ensembles for 95% of the cases in the test set, and the final forklift MAR result achieves accuracies of 97% for driving and 90% for load-handling activities. This study is the first to highlight the overlapping activity issue in MAR problems and to demonstrate that the recognition results can be significantly improved by designing a machine learning framework that addresses this issue. [ABSTRACT FROM AUTHOR]
Published: 2023
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244. Pitfalls of assessing extracted hierarchies for multi-class classification.

Author: del Moral, Pablo, Nowaczyk, Sławomir, Sant'Anna, Anita, and Pashami, Sepideh
Subjects: *CLASSIFICATION
Abstract: • We identify several pitfalls in the process of extracting and evaluating methods to extract hierarchies in the context of HMC. • We propose using a random hierarchy as a necessary benchmark to evaluate the relevance of a good hierarchy, in this way we can establish whether our extracted hierarchy is capturing an existing structure between classes or not. • We demonstrate how the relevance of the hierarchy quality depends on the complexity of the dataset and the complexity of the classifiers used. • We perform experimental evaluation of different approaches for extracting hierarchies to showcase the previous contributions. Using hierarchies of classes is one of the standard methods to solve multi-class classification problems. In the literature, selecting the right hierarchy is considered to play a key role in improving classification performance. Although different methods have been proposed, there is still a lack of understanding of what makes a hierarchy good and what makes a method to extract hierarchies perform better or worse. To this effect, we analyze and compare some of the most popular approaches to extracting hierarchies. We identify some common pitfalls that may lead practitioners to make misleading conclusions about their methods. To address some of these problems, we demonstrate that using random hierarchies is an appropriate benchmark to assess how the hierarchy's quality affects the classification performance. In particular, we show how the hierarchy's quality can become irrelevant depending on the experimental setup: when using powerful enough classifiers, the final performance is not affected by the quality of the hierarchy. We also show how comparing the effect of the hierarchies against non-hierarchical approaches might incorrectly indicate their superiority. Our results confirm that datasets with a high number of classes generally present complex structures in how these classes relate to each other. In these datasets, the right hierarchy can dramatically improve classification performance. [ABSTRACT FROM AUTHOR]
Published: 2023
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245. Transformer-based multistage architectures for code search

Author: González López, Ángel Luis, Payberah, Amir, Peña, Francisco J., Pashami, Sepideh, and Al-Shishtawy, Ahmad
Subjects: Informática, Computer and Information Sciences, Code Search, behandling av naturligt språk, Information Retrieval, Kodsökning, Data- och informationsvetenskap, informationssökning, Natural Language Processing, BERT
Abstract: Code Search is one of the most common tasks for developers. The open-source software movement and the rise of social media have made this process easier thanks to the vast public software repositories available to everyone and the Q&A sites where individuals can resolve their doubts. However, in the case of poorly documented code that is difficult to search in a repository, or in the case of private enterprise frameworks that are not publicly available, so there is not a community on Q&A sites to answer questions, searching for code snippets to solve doubts or learn how to use an API becomes very complicated. In order to solve this problem, this thesis studies the use of natural language in code retrieval. In particular, it studies transformer-based models, such as Bidirectional Encoder Representations from Transformers (BERT), which are currently state of the art in natural language processing but present high latency in information retrieval tasks. That is why this project proposes a multi-stage architecture that seeks to maintain the performance of standard BERT-based models while reducing the high latency usually associated with the use of this type of framework. Experiments show that this architecture outperforms previous non- BERT-based models by +0.17 on the Top 1 (or Recall@1) metric and reduces latency with inference times 5% of those of standard BERT models. Kodsökning är en av de vanligaste uppgifterna för utvecklare. Rörelsen för öppen källkod och de sociala medierna har gjort denna process enklare tack vare de stora offentliga programvaruupplagorna som är tillgängliga för alla och de Q&A-webbplatser där enskilda personer kan lösa sina tvivel. När det gäller dåligt dokumenterad kod som är svår att söka i ett arkiv, eller när det gäller ramverk för privata företag som inte är offentligt tillgängliga, så att det inte finns någon gemenskap på Q&AA-webbplatser för att besvara frågor, blir det dock mycket komplicerat att söka efter kodstycken för att lösa tvivel eller lära sig hur man använder ett API. För att lösa detta problem studeras i denna avhandling användningen av naturligt språk för att hitta kod. I synnerhet studeras transformatorbaserade modeller, såsom BERT, som för närvarande är den senaste tekniken inom behandling av naturliga språk men som har hög latenstid vid informationssökning. Därför föreslås i detta projekt en arkitektur i flera steg som syftar till att bibehålla prestandan hos standard BERT-baserade modeller samtidigt som den höga latenstiden som vanligtvis är förknippad med användningen av denna typ av ramverk minskas. Experiment visar att denna arkitektur överträffar tidigare icke-BERT-baserade modeller med +0,17 på Top 1 (eller Recall@1) och minskar latensen, med en inferenstid som är 5% av den för standard BERT-modeller.
Published: 2021

246. IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning

Author: Gama, Joao (Herausgeber*in), Pashami, Sepideh (Herausgeber*in), Bifet, Albert (Herausgeber*in), Sayed-Mouchawe, Moamar (Herausgeber*in), Fröning, Holger (Herausgeber*in), Pernkopf, Franz (Herausgeber*in), Schiele, Gregor (Herausgeber*in), and Blott, Michaela (Herausgeber*in)
Subjects: Informatik
Published: 2020

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