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Class imbalance should not throw you off balance: Choosing the right classifiers and performance metrics for brain decoding with imbalanced data.
Thölke, Philipp; Mantilla-Ramos, Yorguin-Jose; Abdelhedi, Hamza; Maschke, Charlotte; Dehgan, Arthur; Harel, Yann; Kemtur, Anirudha; Mekki Berrada, Loubna; Sahraoui, Myriam; Young, Tammy; Bellemare Pépin, Antoine; El Khantour, Clara; Landry, Mathieu; Pascarella, Annalisa; Hadid, Vanessa; Combrisson, Etienne; O'Byrne, Jordan; Jerbi, Karim.
Afiliação
  • Thölke P; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Institute of Cognitive Science, Osnabrück University, Neuer Graben 29/Schloss, Osnabrück, 49074, Lower Saxony, Germany. Electronic address: philip
  • Mantilla-Ramos YJ; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Neuropsychology and Behavior Group (GRUNECO), Faculty of Medicine, Universidad de Antioquia, 53-108, Medellin, Aranjuez, Medellin, 050010, Colombi
  • Abdelhedi H; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Maschke C; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Integrated Program in Neuroscience, McGill University, 1033 Pine Ave, Montreal, H3A 0G4, Canada.
  • Dehgan A; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Institut de Neurosciences de la Timone (INT), CNRS, Aix Marseille University, Marseille, 13005, France.
  • Harel Y; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Kemtur A; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Mekki Berrada L; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Sahraoui M; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Young T; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Department of Computing Science, University of Alberta, 116 St & 85 Ave, Edmonton, T6G 2R3, AB, Canada.
  • Bellemare Pépin A; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Department of Music, Concordia University, 1550 De Maisonneuve Blvd. W., Montreal, H3H 1G8, QC, Canada.
  • El Khantour C; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Landry M; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Pascarella A; Institute for Applied Mathematics Mauro Picone, National Research Council, Roma, Italy.
  • Hadid V; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Combrisson E; Institut de Neurosciences de la Timone (INT), CNRS, Aix Marseille University, Marseille, 13005, France.
  • O'Byrne J; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada.
  • Jerbi K; Cognitive and Computational Neuroscience Laboratory (CoCo Lab), University of Montreal, 2900, boul. Edouard-Montpetit, Montreal, H3T 1J4, Quebec, Canada; Mila (Quebec Machine Learning Institute), 6666 Rue Saint-Urbain, Montreal, H2S 3H1, QC, Canada; UNIQUE Centre (Quebec Neuro-AI Research Centre), 3
Neuroimage ; 277: 120253, 2023 08 15.
Article em En | MEDLINE | ID: mdl-37385392
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Encéfalo / Benchmarking Tipo de estudo: Guideline / Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article
Texto completo
Imprimir
XML
PubMed Links
Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Encéfalo / Benchmarking Tipo de estudo: Guideline / Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article