Multiple holdouts with stability: Improving the generalizability of machine 
learning analyses of brain-behaviour relationships

Mihalik, Agoston; Ferreira, Fabio S.; Moutoussis, Michael; Ziegler, Gabriel; Adams, Rick A.; Rosa, Maria J.; Prabhu, Gita; de Oliveira, Leticia; Pereira, Mirtes; Bullmore, Edward T.; Fonagy, Peter; Goodyer, Ian M.; Jones, Peter B.; NSPN Consortium; Shawe-Taylor, John; Dolan, Raymond J.; Mourão-Miranda, Janaina

doi:10.1016/j.biopsych.2019.12.001

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Multiple holdouts with stability: Improving the generalizability of machine learning analyses of brain-behaviour relationships

Mihalik, A., Ferreira, F. S., Moutoussis, M., Ziegler, G., Adams, R. A., Rosa, M. J., et al. (2020). Multiple holdouts with stability: Improving the generalizability of machine learning analyses of brain-behaviour relationships. Biological Psychiatry, 87(4), 368-376. doi:10.1016/j.biopsych.2019.12.001.

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Item Permalink: https://hdl.handle.net/21.11116/0000-0005-5C09-B Version Permalink: https://hdl.handle.net/21.11116/0000-000E-9F9D-F

Genre: Journal Article

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https://doi.org/10.1016/j.biopsych.2019.12.001 (Publisher version) Open Access status unknown

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Creators:
Mihalik, Agoston¹, Author
Ferreira, Fabio S.¹, Author
Moutoussis, Michael¹, Author
Ziegler, Gabriel¹, Author
Adams, Rick A.¹, Author
Rosa, Maria J.¹, Author
Prabhu, Gita¹, Author
de Oliveira, Leticia, Author
Pereira, Mirtes, Author
Bullmore, Edward T., Author
Fonagy, Peter, Author
Goodyer, Ian M., Author
Jones, Peter B., Author
NSPN Consortium, Author
Shawe-Taylor, John, Author
Dolan, Raymond J.¹, Author
Mourão-Miranda, Janaina¹, Author

Affiliations:
1Max Planck UCL Centre for Computational Psychiatry and Ageing Research, Berlin, Germany, and London, UK, Max Planck Institute for Human Development, Max Planck Society, ou_2205641

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Language(s): eng - English

Dates: Date issued: 2020

Publication Status: Issued

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Rev. Type: Peer

Identifiers: DOI: 10.1016/j.biopsych.2019.12.001

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Title: Biological Psychiatry

Source Genre: Journal

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Pages: - Volume / Issue: 87 (4) Sequence Number: - Start / End Page: 368 - 376 Identifier: -