Comparing supervised and unsupervised approaches to emotion categorization in the human brain, body, and subjective experience

Machine learning methods provide powerful tools to map physical measurements to scientific categories. But are such methods suitable for discovering the ground truth about psychological categories? We use the science of emotion as a test case to explore this question. In studies of emotion, research...

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Bibliographic Details
Published in:Sci Rep
Main Authors: Azari, Bahar, Westlin, Christiana, Satpute, Ajay B., Hutchinson, J. Benjamin, Kragel, Philip A., Hoemann, Katie, Khan, Zulqarnain, Wormwood, Jolie B., Quigley, Karen S., Erdogmus, Deniz, Dy, Jennifer, Brooks, Dana H., Barrett, Lisa Feldman
Format: Artigo
Language:Inglês
Published: Nature Publishing Group UK 2020
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Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC7679385/
https://ncbi.nlm.nih.gov/pubmed/33219270
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-77117-8
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