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11/10/2022
Sketched Gaussian Model Linear Discriminant Analysis via the Randomized Kaczmarz Method
We present sketched linear discriminant analysis, an iterative randomize...
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09/12/2022
Population-Based Hierarchical Non-negative Matrix Factorization for Survey Data
Motivated by the problem of identifying potential hierarchical populatio...
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05/07/2021
SEAGLE: A Scalable Exact Algorithm for Large-Scale Set-Based GxE Tests in Biobank Data
The explosion of biobank data offers immediate opportunities for gene-en...
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10/08/2020
A User-Friendly Computational Framework for Robust Structured Regression Using the L_2 Criterion
We introduce a user-friendly computational framework for implementing ro...
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07/12/2020
Multiplicative Perturbation Bounds for Multivariate Multiple Linear Regression in Schatten p-Norms
Multivariate multiple linear regression (MMLR), which occurs in a number...
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08/17/2018