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Aaron J. Molstad
Aaron J. Molstad
School of Statistics, University of Minnesota
Verified email at umn.edu - Homepage
Title
Cited by
Cited by
Year
A penalized likelihood method for classification with matrix-valued predictors
AJ Molstad, AJ Rothman
Journal of Computational and Graphical Statistics 28 (1), 11-22, 2019
132019
Indirect multivariate response linear regression
AJ Molstad, AJ Rothman
Biometrika 103 (3), 595-607, 2016
122016
Shrinking characteristics of precision matrix estimators
AJ Molstad, AJ Rothman
Biometrika 105 (3), 563-574, 2018
112018
Gaussian process regression for survival time prediction with genome-wide gene expression
AJ Molstad, L Hsu, W Sun
Biostatistics 22 (1), 164-180, 2021
92021
Estimating multiple precision matrices with cluster fusion regularization
BS Price, AJ Molstad, B Sherwood
Journal of Computational and Graphical Statistics 30 (4), 823-834, 2021
82021
New insights for the multivariate square-root lasso
AJ Molstad
Journal of Machine Learning Research 23 (66), 1-52, 2022
72022
A likelihood-based approach for multivariate categorical response regression in high dimensions
AJ Molstad, AJ Rothman
Journal of the American Statistical Association 118 (542), 1402-1414, 2023
52023
A covariance-enhanced approach to multi-tissue joint eQTL mapping with application to transcriptome-wide association studies
AJ Molstad, W Sun, L Hsu
The Annals of Applied Statistics 15 (2), 998, 2021
52021
Mixed‐type multivariate response regression with covariance estimation
KO Ekvall, AJ Molstad
Statistics in Medicine 41 (15), 2768-2785, 2022
42022
Scalable algorithms for semiparametric accelerated failure time models in high dimensions
PM Suder, AJ Molstad
Statistics in Medicine 41 (6), 933-949, 2022
42022
An explicit mean-covariance parameterization for multivariate response linear regression
AJ Molstad, G Weng, CR Doss, AJ Rothman
Journal of Computational and Graphical Statistics 30 (3), 612-621, 2021
42021
Binned multinomial logistic regression for integrative cell-type annotation
K Motwani, R Bacher, AJ Molstad
The Annals of Applied Statistics 17 (4), 3426-3449, 2023
22023
A convex-nonconvex strategy for grouped variable selection
X Liu, AJ Molstad, EC Chi
Electronic Journal of Statistics 17 (2), 2912-2961, 2023
22023
Asymptotic properties of concave L1-norm group penalties
B Sherwood, AJ Molstad, S Singha
Statistics & Probability Letters 157, 108631, 2020
22020
Dimension reduction for integrative survival analysis
AJ Molstad, RK Patra
Biometrics 79 (3), 1610-1623, 2023
12023
Heterogeneity-aware integrative analyses for ancestry-specific association studies
AJ Molstad, Y Cai, AP Reiner, C Kooperberg, W Sun, L Hsu
arXiv preprint arXiv:2306.05571, 2023
12023
Direct covariance matrix estimation with compositional data
AJ Molstad, KO Ekvall, PM Suder
Electronic Journal of Statistics 18 (1), 1702-1748, 2024
2024
Multiresolution categorical regression for interpretable cell‐type annotation
AJ Molstad, K Motwani
Biometrics 79 (4), 3485-3496, 2023
2023
Conditional probability tensor decompositions for multivariate categorical response regression
AJ Molstad, X Zhang
arXiv preprint arXiv:2206.10676, 2022
2022
Supplement to “Mixed-type multivariate response regression with covariance estimation”
KO Ekvall, AJ Molstad
2022
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