TH
Trevor Hastie
stat.MEstat.MLstat.COcs.LGmath.STstat.THAlgorithmsModels, Statisticalbioinformaticsstat.AP
On Valency
published · living versionsW_qt8cvfm6·v1 · currentpublished
Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares
with Rahul Mazumder, Jason Lee, Reza Zadeh
1 version
Preprints & journals
264 papers in the corpus · 1979–2026StaBLE: digital metrics capture balance performance across a wide spectrum of balance tasks and abilities.42818028 · Heigold, Hannah, Ruth, Parker S, Muccini, Julie et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Automated Segmentation of Forearm Muscles: Clinical Associations With Hand Function, Muscle Volume and Intramuscular Fat.41568101 · Fundaun, Joel, Oliva, Valeria, Bédard, Sandrine et al.2026 · 0 citationsJCSM communications. 2025;8(2):e70015
Univariate-Guided Sparse Regression.42644161 · Chatterjee, Sourav, Hastie, Trevor, Tibshirani, Robert2026 · 4 citationsHarvard data science review. 2025;7(3)
CuGen: A GPU-accelerated framework for large-scale genomics.42523429 · Kiiskinen, Tuomo, Richland, Joshua, Wang, William et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
Weighted Low-Rank Matrix Approximation: Acceleration and Applications2109.11057v2 · Elena Tuzhilina, Trevor Hastie2021 · 4 citationsarXiv
Wavelet Decomposition-Based Genomic Analysis of the Human Electrocardiogram.42238462 · Zainana, Salma, Lauer, Larissa, Kiiskinen, Tuomo et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
CIT-Lasso: a scalable approach beyond guilty by association for identifying causal variants from genome-wide summary statistics.42443949 · He, Zihuai, Chu, Benjamin, Yang, James et al.2026 · 0 citationsGenome biology. 2026;27(1)
Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework.42221210 · Seagers, Kirsten, Swaminathan, Krithika, Kolesar, Julie et al.2026 · 0 citationsOrthopaedic journal of sports medicine. 2026;14(5):23259671261433009
Enhancing a Risk Model by Adding Transient Statistical Factors2605.12977v1 · Alexandros E. Tzikas, Emmanuel J. Candes, Trevor Hastie et al.2026 · 0 citationsarXiv
Machine Learning Analysis to Define Cell Lineage in Leiomyosarcoma10.64898/2026.05.08.723931v1 · van IJzendoorn, D. G. P., Przybyl, J., Hastie, T. et al.2026 · 0 citationsbioRxiv
Single-Asset Adaptive Leveraged Volatility Control2603.01298v2 · Nikhil Devanathan, Dylan Rueter, Stephen Boyd et al.2026 · 0 citationsarXiv
Adaptive Strategies for Pension Fund Management2508.13350v2 · Raphael Chinchilla, Thomas D. Rueter, Timothy R. McDade et al.2025 · 0 citationsarXiv
Note on the Equivalence of Orthogonalizing EM and Proximal Gradient Descent.40487878 · Yang, James, Hastie, Trevor2026 · 0 citationsTechnometrics : a journal of statistics for the physical, chemical, and engineering sciences. 2025;67(2):267-269
Estimating heterogeneous treatment effects for general responses.41437932 · Gao, Zijun, Hastie, Trevor2025 · 1 citationBiometrics. 2025;81(4)
Using Pre-training and Interaction Modeling for ancestry-specific disease prediction in UK Biobank.38764589 · Menestrel, Thomas Le, Craig, Erin, Tibshirani, Robert et al.2025 · 2 citationsArXiv. 2024
Using pre-training and interaction modeling for ancestry-specific disease prediction using multiomics data from the UK Biobank.41325389 · Le Menestrel, Thomas, Craig, Erin, Tibshirani, Robert et al.2025 · 0 citationsPloS one. 2025;20(12):e0336861
Factor Fitting, Rank Allocation, and Partitioning in Multilevel Low Rank Matrices2310.19214v2 · Tetiana Parshakova, Trevor Hastie, Eric Darve et al.2023 · 0 citationsarXiv
Scalable solution to crossed random effects model with random slopes2307.12378v4 · Disha Ghandwani, Swarnadip Ghosh, Trevor Hastie et al.2023 · 2 citationsarXiv
Annotation-free discovery of disease-relevant cells in single-cell datasets.40864714 · Craig, Erin, Keyes, Timothy J, Sarno, Jolanda et al.2025 · 1 citationScience advances. 2025;11(35):eadv5019
Fitting Multilevel Factor Models2409.12067v4 · Tetiana Parshakova, Trevor Hastie, Stephen Boyd2024 · 0 citationsarXiv
Author Correction: Genetics of 35 blood and urine biomarkers in the UK Biobank.34608296 · Sinnott-Armstrong, Nasa, Tanigawa, Yosuke, Amar, David et al.2025 · 14 citationsNature genetics. 2021;53(11):1622
A modified Michaelis-Menten equation estimates growth from birth to 3 years in healthy babies in the US.36711501 · Walters, William, Ley, Catherine, Hastie, Trevor et al.2025 · 0 citationsResearch square. 2023
Smooth multi-period forecasting with application to prediction of COVID-19 cases.39430215 · Tuzhilina, Elena, Hastie, Trevor J, McDonald, Daniel J et al.2025 · 0 citationsJournal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America. 2024;33(3):955-967
STATISTICAL CURVE MODELS FOR INFERRING 3D CHROMATIN ARCHITECTURE.40599815 · Tuzhilina, Elena, Hastie, Trevor, Segal, Mark2025 · 2 citationsThe annals of applied statistics. 2024;18(4):2979-3006
Univariate-Guided Sparse Regression2501.18360v9 · Sourav Chatterjee, Trevor Hastie, Robert Tibshirani2025 · 0 citationsarXiv
Regularization Paths for Generalized Linear Models via Coordinate Descent.20808728 · Friedman, Jerome, Hastie, Trevor, Tibshirani, Rob2025 · 21,783 citationsJournal of statistical software. 2010;33(1):1-22
Nuclear penalized multinomial regression with an application to predicting at bat outcomes in baseball1706.10272v1 · Scott Powers, Trevor Hastie, Robert Tibshirani2017 · 14 citationsStatistical Modelling 18 (2018) 388-410
LARGE-SCALE MULTIVARIATE SPARSE REGRESSION WITH APPLICATIONS TO UK BIOBANK.36091495 · Qian, Junyang, Tanigawa, Yosuke, Li, Ruilin et al.2025 · 16 citationsThe annals of applied statistics. 2022;16(3):1891-1918
Spectral Regularization Algorithms for Learning Large Incomplete Matrices.21552465 · Mazumder, Rahul, Hastie, Trevor, Tibshirani, Robert2025 · 960 citationsJournal of machine learning research : JMLR. 2010;11:2287-2322
Strong rules for discarding predictors in lasso-type problems.25506256 · Tibshirani, Robert, Bien, Jacob, Friedman, Jerome et al.2025 · 742 citationsJournal of the Royal Statistical Society. Series B, Statistical methodology. 2012;74(2):245-266
Pre-validation Revisited2505.14985v2 · Jing Shang, Sourav Chatterjee, Trevor Hastie et al.2025 · 0 citationsarXiv
A Statistical View of Column Subset Selection2307.12892v2 · Anav Sood, Trevor Hastie2023 · 3 citationsarXiv
Beyond guilty by association at scale: searching for causal variants on the basis of genome-wide summary statistics10.1101/2024.02.28.582621v3 · He, Z., Chu, B., Yang, J. et al.2024 · 5 citationsbioRxiv
Genetics of cardiometabolic disease progression10.1101/2025.02.01.25321518v1 · Rivas, M. A., Justesen, J. M., Venkataraman, G. et al.2025 · 1 citationmedRxiv
Modeling longitudinal data using matrix completion.38993268 · Kidziński, Łukasz, Hastie, Trevor2025 · 2 citationsJournal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America. 2024;33(2):551-566
Psychiatric Symptoms, Cognition, and Symptom Severity in Children.39196567 · Pines, Adam, Tozzi, Leonardo, Bertrand, Claire et al.2024 · 14 citationsJAMA psychiatry. 2024;81(12):1236-1245
Ridge Regularization: an Essential Concept in Data Science2006.00371v2 · Trevor Hastie2020 · 131 citationsarXiv
A Fast Coordinate Descent Method for High-Dimensional Non-Negative Least Squares using a Unified Sparse Regression Framework2410.03014v2 · James Yang, Trevor Hastie2024 · 0 citationsarXiv
A randomized clinical trial testing digital mindset intervention for knee osteoarthritis pain and activity improvement.39414999 · Boswell, Melissa A, Evans, Kris M, Ghandwani, Disha et al.2024 · 10 citationsNPJ digital medicine. 2024;7(1):285
The mosaic permutation test: an exact and nonparametric goodness-of-fit test for factor models2404.15017v2 · Asher Spector, Rina Foygel Barber, Trevor Hastie et al.2024 · 2 citationsarXiv
Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions.33294774 · Culos, Anthony, Tsai, Amy S, Stanley, Natalie et al.2024 · 85 citationsNature machine intelligence. 2020;2(10):619-628
Defining Usual Oral Temperature Ranges in Outpatients Using an Unsupervised Learning Algorithm.37669046 · Ley, Catherine, Heath, Frederik, Hastie, Trevor et al.2024 · 20 citationsJAMA internal medicine. 2023;183(10):1128-1135
Ridge Regularization: An Essential Concept in Data Science.36033922 · Hastie, Trevor2024 · 125 citationsTechnometrics : a journal of statistics for the physical, chemical, and engineering sciences. 2020;62(4):426-433
Scalable recommender system based on factor analysis2408.05896v1 · Disha Ghandwani, Trevor Hastie2024 · 0 citationsarXiv
CONFOUNDER ADJUSTMENT IN MULTIPLE HYPOTHESIS TESTING.31439967 · Wang, Jingshu, Zhao, Qingyuan, Hastie, Trevor et al.2024 · 138 citationsAnnals of statistics. 2017;45(5):1863-1894
Saturating Splines and Feature Selection.31007630 · Boyd, Nicholas, Hastie, Trevor, Boyd, Stephen et al.2024 · 15 citationsJournal of machine learning research : JMLR. 2018;18
PathGPS: discover shared genetic architecture using GWAS summary data.39005072 · Gao, Zijun, Zhao, Qingyuan, Hastie, Trevor2024 · 1 citationBiometrics. 2024;80(3)
Feature-weighted elastic net: using "features of features" for better prediction.37102071 · Tay, J Kenneth, Aghaeepour, Nima, Hastie, Trevor et al.2024 · 12 citationsStatistica Sinica. 2023;33(1):259-279
Generalized Matrix Factorization: efficient algorithms for fitting generalized linear latent variable models to large data arrays.37102181 · Kidziński, Łukasz, Hui, Francis K C, Warton, David I et al.2024 · 14 citationsJournal of machine learning research : JMLR. 2022;23
Elastic Net Regularization Paths for All Generalized Linear Models.37138589 · Tay, J Kenneth, Narasimhan, Balasubramanian, Hastie, Trevor2024 · 679 citationsJournal of statistical software. 2023;106
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