Riemannian classifier enhances the accuracy of machine-learning-based diagnosis of PTSD using resting EEG.

Kim, Yong-Wook; Kim, Sungkean; Shim, Miseon; Jin, Min Jin; Jeon, Hyeonjin; Lee, Seung-Hwan; Im, Chang-Hwan

Kim, Yong-Wook; Kim, Sungkean; Shim, Miseon; Jin, Min Jin; Jeon, Hyeonjin; Lee, Seung-Hwan; Im, Chang-Hwan.

Affiliation

Kim YW; Department of Biomedical Engineering, Hanyang University, Seoul, Republic of Korea; Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea.
Kim S; Department of Biomedical Engineering, Hanyang University, Seoul, Republic of Korea; Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea.
Shim M; Department of Psychiatry, University of Missouri-Kansas City, Kansas City, MO, USA.
Jin MJ; Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea; Department of psychology, Chung-Ang University, Seoul, Republic of Korea.
Jeon H; Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea.
Lee SH; Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea; Department of Psychiatry, Inje University, Ilsan-Paik Hospital, Goyang, Republic of Korea. Electronic address: lshpss@paik.ac.kr.
Im CH; Department of Biomedical Engineering, Hanyang University, Seoul, Republic of Korea. Electronic address: ich@hanyang.ac.kr.

Prog Neuropsychopharmacol Biol Psychiatry ; 102: 109960, 2020 08 30.

Article in En | MEDLINE | ID: mdl-32376342

Subject(s)

Electroencephalography/methods; Stress Disorders, Post-Traumatic/diagnosis; Adult; Algorithms; Discriminant Analysis; Electroencephalography/statistics & numerical data; Female; Humans; Machine Learning; Male; Middle Aged; Reproducibility of Results; Rest; Stress Disorders, Post-Traumatic/classification; Support Vector Machine

Key words

Classification; Computer-aided diagnosis; Machine learning; Post-traumatic stress disorder; Riemannian geometry

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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Stress Disorders, Post-Traumatic / Electroencephalography Type of study: Diagnostic_studies Limits: Adult / Female / Humans / Male / Middle aged Language: En Journal: Prog Neuropsychopharmacol Biol Psychiatry Year: 2020 Type: Article

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