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Neural Granger Causality.
Tank A, Covert I, Foti N, Shojaie A, Fox EB. Tank A, et al. IEEE Trans Pattern Anal Mach Intell. 2022 Aug;44(8):4267-4279. doi: 10.1109/TPAMI.2021.3065601. Epub 2022 Jul 1. IEEE Trans Pattern Anal Mach Intell. 2022. PMID: 33705309 Free PMC article.
Black-box tests for algorithmic stability.
Kim B, Barber RF. Kim B, et al. Inf inference. 2023 Oct 14;12(4):2690-2719. doi: 10.1093/imaiai/iaad039. eCollection 2023 Dec. Inf inference. 2023. PMID: 37840543 Free PMC article.
NETWORK DIFFERENTIAL CONNECTIVITY ANALYSIS.
Zhao S, Shojaie A. Zhao S, et al. Ann Appl Stat. 2022 Dec;16(4):2166-2182. doi: 10.1214/21-aoas1581. Epub 2022 Sep 26. Ann Appl Stat. 2022. PMID: 37842097 Free PMC article.
Differential Network Analysis: A Statistical Perspective.
Shojaie A. Shojaie A. Wiley Interdiscip Rev Comput Stat. 2021 Mar-Apr;13(2):e1508. doi: 10.1002/wics.1508. Epub 2020 Apr 6. Wiley Interdiscip Rev Comput Stat. 2021. PMID: 37050915 Free PMC article.
Granger Causality: A Review and Recent Advances.
Shojaie A, Fox EB. Shojaie A, et al. Annu Rev Stat Appl. 2022 Mar;9(1):289-319. doi: 10.1146/annurev-statistics-040120-010930. Epub 2021 Nov 17. Annu Rev Stat Appl. 2022. PMID: 37840549 Free PMC article.
Generalized Sparse Additive Models.
Haris A, Simon N, Shojaie A. Haris A, et al. J Mach Learn Res. 2022 Jan-Dec;23:70. J Mach Learn Res. 2022. PMID: 37873545 Free PMC article.
Causal Structural Learning via Local Graphs.
Chen W, Drton M, Shojaie A. Chen W, et al. SIAM J Math Data Sci. 2023;5(2):280-305. doi: 10.1137/20m1362796. SIAM J Math Data Sci. 2023. PMID: 39026587 Free PMC article.
21 results