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For: Mirkes EM, Bac J, Fouché A, Stasenko SV, Zinovyev A, Gorban AN. Domain Adaptation Principal Component Analysis: Base Linear Method for Learning with Out-of-Distribution Data. Entropy (Basel) 2022;25:33. [PMID: 36673174 PMCID: PMC9858254 DOI: 10.3390/e25010033] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 12/18/2022] [Accepted: 12/21/2022] [Indexed: 06/17/2023]
Number Cited by Other Article(s)
1
Eissa T, Huber M, Obermayer-Pietsch B, Linkohr B, Peters A, Fleischmann F, Žigman M. CODI: Enhancing machine learning-based molecular profiling through contextual out-of-distribution integration. PNAS NEXUS 2024;3:pgae449. [PMID: 39440022 PMCID: PMC11495219 DOI: 10.1093/pnasnexus/pgae449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 09/07/2024] [Indexed: 10/25/2024]
2
Kagerbauer SM, Ulm B, Podtschaske AH, Andonov DI, Blobner M, Jungwirth B, Graessner M. Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic. BMC Med Inform Decis Mak 2024;24:34. [PMID: 38308256 PMCID: PMC10837894 DOI: 10.1186/s12911-024-02428-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 01/16/2024] [Indexed: 02/04/2024]  Open
3
Fouché A, Chadoutaud L, Delattre O, Zinovyev A. Transmorph: a unifying computational framework for modular single-cell RNA-seq data integration. NAR Genom Bioinform 2023;5:lqad069. [PMID: 37448589 PMCID: PMC10336778 DOI: 10.1093/nargab/lqad069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 06/02/2023] [Accepted: 07/10/2023] [Indexed: 07/15/2023]  Open
4
Fouché A, Zinovyev A. Omics data integration in computational biology viewed through the prism of machine learning paradigms. FRONTIERS IN BIOINFORMATICS 2023;3:1191961. [PMID: 37600970 PMCID: PMC10436311 DOI: 10.3389/fbinf.2023.1191961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 07/26/2023] [Indexed: 08/22/2023]  Open
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