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Comment
. 2021 Oct;46(11):1861-1862.
doi: 10.1038/s41386-021-01030-5. Epub 2021 May 20.

Interpreting weights of multimodal machine learning models-problems and pitfalls

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Comment

Interpreting weights of multimodal machine learning models-problems and pitfalls

Nils Ralf Winter et al. Neuropsychopharmacology. 2021 Oct.
No abstract available

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  • Examination of the association between exposure to childhood maltreatment and brain structure in young adults: a machine learning analysis.
    Price M, Albaugh M, Hahn S, Juliano AC, Fani N, Brier ZMF, Legrand AC, van Stolk-Cooke K, Chaarani B, Potter A, Peck K, Allgaier N, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère ML, Artiges E, Nees F, Orfanos DP, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H. Price M, et al. Neuropsychopharmacology. 2021 Oct;46(11):1888-1894. doi: 10.1038/s41386-021-00987-7. Epub 2021 Feb 26. Neuropsychopharmacology. 2021. PMID: 33637836 Free PMC article.

References

    1. Price M, Albaugh M, Hahn S, Juliano AC, Fani N, Brier ZMF, et al. Examination of the association between exposure to childhood maltreatment and brain structure in young adults: a machine learning analysis. Neuropsychopharmacology. 2021. 10.1038/s41386-021-00987-7. - PMC - PubMed
    1. Clausen AN, Aupperle RL, Yeh HW, Waller D, Payne J, Kuplicki R, et al. Machine Learning Analysis of the Relationships Between Gray Matter Volume and Childhood Trauma in a Transdiagnostic Community-Based Sample. Biol Psychiatry Cogn Neurosci Neuroimaging. 2019;4:734–42. - PMC - PubMed
    1. Breiman L. Statistical modeling: the two cultures. Stat Sci. 2001;16:199–231. doi: 10.1214/ss/1009213726. - DOI
    1. Capraro RM, Capraro MM. Commonality analysis: Understanding variance contributions to overall canonical correlation effects of attitude toward mathematics on geometry achievement. Mult Linear Regres Viewp. 2001;27:16–23.
    1. Jaffee SR, Ambler A, Merrick M, Goldman-Mellor S, Odgers CL, Fisher HL, et al. Childhood maltreatment predicts poor economic and educational outcomes in the transition to adulthood. Am J Public Health. 2018;108:1142–7. doi: 10.2105/AJPH.2018.304587. - DOI - PMC - PubMed

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