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Gautam Sabnis 's Projects

a-divide-and-conquer-strategy-for-high-dimensional-bayesian-factor-models icon a-divide-and-conquer-strategy-for-high-dimensional-bayesian-factor-models

We propose a distributed computing framework, based on a divide and conquer strategy and hierarchical modeling, to accelerate posterior inference for high-dimensional factor models. Our approach distributes the task of high-dimensional covariance matrix estimation to multiple cores, solves each subproblem separately via a latent factor model, and then combines these estimates to produce a globale estimate of the covariance matrix. The MATLAB code is available for public use. The paper is available at https://arxiv.org/pdf/1612.02875.pdf.

cs228-notes icon cs228-notes

Course notes for CS228: Probabilistic Graphical Models.

mousegwas icon mousegwas

An R package for easy execution of mouse GWAS

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