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Definitions, methods, and applications in interpretable machine learning.
Murdoch WJ, Singh C, Kumbier K, Abbasi-Asl R, Yu B. Murdoch WJ, et al. Among authors: kumbier k. Proc Natl Acad Sci U S A. 2019 Oct 29;116(44):22071-22080. doi: 10.1073/pnas.1900654116. Epub 2019 Oct 16. Proc Natl Acad Sci U S A. 2019. PMID: 31619572 Free PMC article.
Veridical data science.
Yu B, Kumbier K. Yu B, et al. Among authors: kumbier k. Proc Natl Acad Sci U S A. 2020 Feb 25;117(8):3920-3929. doi: 10.1073/pnas.1901326117. Epub 2020 Feb 13. Proc Natl Acad Sci U S A. 2020. PMID: 32054788 Free PMC article.
Regional variation in financial hardship among US veterans during the COVID-19 pandemic.
Hauschildt KE, Bui DP, Govier DJ, Eaton TL, Viglianti EM, Ettman CK, McCready H, Smith VA, O'Hare AM, Osborne TF, Boyko EJ, Ioannou GN, Maciejewski ML, Bohnert ASB, Hynes DM, Iwashyna TJ; VA COVID-19 Observational Research Collaboratory (CORC). Hauschildt KE, et al. Health Aff Sch. 2024 Jun 5;2(6):qxae075. doi: 10.1093/haschl/qxae075. eCollection 2024 Jun. Health Aff Sch. 2024. PMID: 38938272 Free PMC article.
Identifying FUS amyotrophic lateral sclerosis disease signatures in patient dermal fibroblasts.
Kumbier K, Roth M, Li Z, Lazzari-Dean J, Waters C, Hammerlindl S, Rinaldi C, Huang P, Korobeynikov VA; New York Genome Center ALS Consortium; Phatnani H, Shneider N, Jacobson MP, Wu LF, Altschuler SJ. Kumbier K, et al. Dev Cell. 2024 Aug 19;59(16):2134-2142.e6. doi: 10.1016/j.devcel.2024.05.011. Epub 2024 Jun 14. Dev Cell. 2024. PMID: 38878774 Free article.
Learning epistatic polygenic phenotypes with Boolean interactions.
Behr M, Kumbier K, Cordova-Palomera A, Aguirre M, Ronen O, Ye C, Ashley E, Butte AJ, Arnaout R, Brown B, Priest J, Yu B. Behr M, et al. Among authors: kumbier k. PLoS One. 2024 Apr 16;19(4):e0298906. doi: 10.1371/journal.pone.0298906. eCollection 2024. PLoS One. 2024. PMID: 38625909 Free PMC article.
25 results