Reply to Winter et al: Interpreting weights of multimodal machine learning models-problems and pitfalls

Affiliations

¹ Center for Research on Emotion Stress and Technology, Department of Psychological Science, University of Vermont, Burlington, VT, USA. Matthew.Price@uvm.edu.
² Department of Psychiatry, University of Vermont, Burlington, VT, USA.

Comment

Matthew Price et al. Neuropsychopharmacology. 2021 Oct.

. 2021 Oct;46(11):1863.

doi: 10.1038/s41386-021-01082-7. Epub 2021 Jul 13.

¹ Center for Research on Emotion Stress and Technology, Department of Psychological Science, University of Vermont, Burlington, VT, USA. Matthew.Price@uvm.edu.
² Department of Psychiatry, University of Vermont, Burlington, VT, USA.

No abstract available

Comment on

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.
Interpreting weights of multimodal machine learning models-problems and pitfalls.
Winter NR, Goltermann J, Dannlowski U, Hahn T. Winter NR, et al. Neuropsychopharmacology. 2021 Oct;46(11):1861-1862. doi: 10.1038/s41386-021-01030-5. Epub 2021 May 20. Neuropsychopharmacology. 2021. PMID: 34017082 Free PMC article. No abstract available.

1. Winter NR, Goltermann J, Dannlowski U, Hahn T. Interpreting weights of multimodal machine learning models—problems and pitfalls. Neuropsychopharmacology. 2021:1–2. https://www.nature.com/articles/s41386-021-01030-5#citeas. - PMC - PubMed
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. 2021:1–7. https://www.nature.com/articles/s41386-021-01030-5#citeas. - PMC - PubMed
1. Breiman L. Statistical modeling: the two cultures (with comments and a rejoinder by the author) Stat Sci. 2001;16:199–231. doi: 10.1214/ss/1009213726. - DOI