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Confounds in the Data-Comments on "Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features".


ABSTRACT: Neuroimaging experiments in general, and EEG experiments in particular, must take care to avoid confounds. A recent TPAMI paper uses data that suffers from a serious previously reported confound. We demonstrate that their new model and analysis methods do not remedy this confound, and therefore that their claims of high accuracy and neuroscience relevance are invalid.

SUBMITTER: Ahmed H 

PROVIDER: S-EPMC9719395 | biostudies-literature | 2022 Dec

REPOSITORIES: biostudies-literature

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Confounds in the Data-Comments on "Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features".

Ahmed Hamad H   Wilbur Ronnie B RB   Bharadwaj Hari M HM   Siskind Jeffrey Mark JM  

IEEE transactions on pattern analysis and machine intelligence 20221107 12


Neuroimaging experiments in general, and EEG experiments in particular, must take care to avoid confounds. A recent TPAMI paper uses data that suffers from a serious previously reported confound. We demonstrate that their new model and analysis methods do not remedy this confound, and therefore that their claims of high accuracy and neuroscience relevance are invalid. ...[more]

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