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Task relevant autoencoding enhances machine learning for human neuroscience.

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第一作者： Seyedmehdi,Orouji

第一单位： Department of Cognitive Sciences, University of California, 2201 Social & Behavioral Sciences Gateway, Irvine, CA, 92697, USA. sorouji@uci.edu.

作者： Seyedmehdi,Orouji ^[1] ; Vincent,Taschereau-Dumouchel ^[2] ; Aurelio,Cortese ^[3] ; Brian,Odegaard ^[4] ; Cody,Cushing ^[5] ; Mouslim,Cherkaoui ^[5] ; Mitsuo,Kawato ^[3] ; Hakwan,Lau ^[6] ; Megan A K,Peters ^[7]

作者单位： Department of Cognitive Sciences, University of California, 2201 Social & Behavioral Sciences Gateway, Irvine, CA, 92697, USA. sorouji@uci.edu. ^[1] Department of Psychiatry and Addictology, Université de Montréal, Montreal, H3C 3J7, Canada.;Centre de Recherche de L'institut Universitaire en Santé Mentale de Montréal, Montréal, Canada. ^[2] ATR Computational Neuroscience Laboratories, Kyoto, 619-0288, Japan. ^[3] Department of Psychology, University of Florida, Gainesville, FL, 32603, USA. ^[4] Department of Psychology, University of California Los Angeles, Los Angeles, 90095, USA. ^[5] RIKEN Center for Brain Science, Tokyo, Japan. ^[6] Department of Cognitive Sciences, University of California, 2201 Social & Behavioral Sciences Gateway, Irvine, CA, 92697, USA. megan.peters@uci.edu.;Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, 92697, USA. megan.peters@uci.edu. ^[7]

关键词 Autoencoder Dimensionality reduction Human neuroscience MVPA Machine learning Task-relevant representation fMRI

医学主题词人类(Humans);磁共振成像(Magnetic Resonance Imaging);神经科学(Neurosciences);脑(Brain);算法(Algorithms);脑图(Brain Mapping)

DOI 10.1038/s41598-024-83867-6

PMID 39779744

发布时间 2025-07-16

基金项目

JPJ004596/the Innovative Science and Technology Initiative for Security --ATLA JPJ004596/the Innovative Science and Technology Initiative for Security --ATLA JPMJER1801/JST ERATO JPMJER1801/JST ERATO

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准确一般字义偏差语意偏离译文作用小提交