Multi-site benchmark classification of major depressive disorder using machine learning on cortical...
Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures
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Author / Creator
Belov, Vladimir , Erwin-Grabner, Tracy , Ali Saffet Gonul , Amod, Alyssa R , Ojha, Amar , Aleman, Andre , Dols, Annemiek , Scharntee, Anouk , Uyar-Demir, Aslihan , Harrison, Ben J , Irungu, Benson M , Besteher, Bianca , Klimes-Dougan, Bonnie , Brenda W J H Penninx , Mueller, Bryon A , Zarate, Carlos , Davey, Christopher G , Ching, Christopher R K , Connolly, Colm G , Fu, Cynthia H Y , Stein, Dan J , Dima, Danai , Linden, David E J , Mehler, David M A , Pomarol-Clotet, Edith , Pozzi, Elena , Melloni, Elisa , Benedetti, Francesco , MacMaster, Frank P , Grabe, Hans J , Völzke, Henry , Gotlib, Ian H , Soares, Jair C , Evans, Jennifer W , Sim, Kang , Wittfeld, Katharina , Cullen, Kathryn , Reneman, Liesbeth , Oudega, Mardien L , Wright, Margaret J , Portella, Maria J , Sacchet, Matthew D , Li, Meng , Aghajani, Moji , Mon-Ju Wu , Jaworska, Natalia , Jahanshad, Neda , Nic J A van der Wee , Groenewold, Nynke , Hamilton, Paul J , Saemann, Philipp , Bülow, Robin , Poletti, Sara , Whittle, Sarah , Thomopoulos, Sophia I , van, Steven J A , der Werff , Sheri-Michelle Koopowitz , Lancaster, Thomas , Ho, Tiffany C , Yang, Tony T , Basgoze, Zeynep , Veltman, Dick J , Schmaal, Lianne , Thompson, Paul M and Goya-Maldonado, Roberto
Publisher
Ithaca: Cornell University Library, arXiv.org
Journal title
Language
English
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Publication information
Publisher
Ithaca: Cornell University Library, arXiv.org
Subjects
More information
Scope and Contents
Contents
Machine learning (ML) techniques have gained popularity in the neuroimaging field due to their potential for classifying neuropsychiatric disorders. However, the diagnostic predictive power of the existing algorithms has been limited by small sample sizes, lack of representativeness, data leakage, and/or overfitting. Here, we overcome these limitat...
Alternative Titles
Full title
Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures
Authors, Artists and Contributors
Author / Creator
Erwin-Grabner, Tracy
Ali Saffet Gonul
Amod, Alyssa R
Ojha, Amar
Aleman, Andre
Dols, Annemiek
Scharntee, Anouk
Uyar-Demir, Aslihan
Harrison, Ben J
Irungu, Benson M
Besteher, Bianca
Klimes-Dougan, Bonnie
Brenda W J H Penninx
Mueller, Bryon A
Zarate, Carlos
Davey, Christopher G
Ching, Christopher R K
Connolly, Colm G
Fu, Cynthia H Y
Stein, Dan J
Dima, Danai
Linden, David E J
Mehler, David M A
Pomarol-Clotet, Edith
Pozzi, Elena
Melloni, Elisa
Benedetti, Francesco
MacMaster, Frank P
Grabe, Hans J
Völzke, Henry
Gotlib, Ian H
Soares, Jair C
Evans, Jennifer W
Sim, Kang
Wittfeld, Katharina
Cullen, Kathryn
Reneman, Liesbeth
Oudega, Mardien L
Wright, Margaret J
Portella, Maria J
Sacchet, Matthew D
Li, Meng
Aghajani, Moji
Mon-Ju Wu
Jaworska, Natalia
Jahanshad, Neda
Nic J A van der Wee
Groenewold, Nynke
Hamilton, Paul J
Saemann, Philipp
Bülow, Robin
Poletti, Sara
Whittle, Sarah
Thomopoulos, Sophia I
van, Steven J A
der Werff
Sheri-Michelle Koopowitz
Lancaster, Thomas
Ho, Tiffany C
Yang, Tony T
Basgoze, Zeynep
Veltman, Dick J
Schmaal, Lianne
Thompson, Paul M
Goya-Maldonado, Roberto
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_proquest_journals_2677951802
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2677951802
Other Identifiers
E-ISSN
2331-8422
