Stephens lab (stephenslab)

Stephens lab

stephenslab

Geek Repo

Research in statistical and computational methods for genetics at the University of Chicago.

Home Page:http://stephenslab.uchicago.edu

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Stephens lab's repositories

susieR

R package for "sum of single effects" regression.

Language:RLicense:NOASSERTIONStargazers:164Issues:13Issues:199

mashr

An R package for multivariate adaptive shrinkage.

Language:RLicense:NOASSERTIONStargazers:87Issues:14Issues:94

fastTopics

Fast algorithms for fitting topic models and non-negative matrix factorizations to count data.

Language:RLicense:NOASSERTIONStargazers:74Issues:7Issues:48

flashr

R package for Empirical Bayes Factor Analysis.

Language:RLicense:BSD-3-ClauseStargazers:48Issues:7Issues:62

rss

Regression with Summary Statistics.

Language:MATLABLicense:MITStargazers:46Issues:25Issues:3

gtexresults

Code and data resources accompanying Urbut et al (2017), "Flexible statistical methods for estimating and testing effects in genomic studies with multiple conditions."

Language:Jupyter NotebookLicense:MITStargazers:22Issues:6Issues:19

mvsusieR

A new model and algorithm for multivariate Bayesian variable selection regression.

Language:Jupyter NotebookLicense:NOASSERTIONStargazers:18Issues:10Issues:44

dsc

Repo for Dynamic Statistical Comparisons project

Language:HTMLLicense:MITStargazers:11Issues:8Issues:214

ebnm

R package to fit Empirical Bayes Normal Means model.

mixsqp

R package for fast maximum-likelihood estimation of mixture proportions using SQP.

Language:RLicense:NOASSERTIONStargazers:10Issues:8Issues:48

poisson.mash.alpha

An R package for Poisson multivariate adaptive shrinkage.

Language:RLicense:NOASSERTIONStargazers:10Issues:4Issues:0

mr.ash.alpha

An R package implementing Mr.ASH method

Language:RLicense:NOASSERTIONStargazers:9Issues:4Issues:7

udr

R package implementing empirical Bayes methods for multivariate normal means.

Language:RLicense:NOASSERTIONStargazers:6Issues:6Issues:20

finemap-uk-biobank

Code & scripts implementing genetic association and fine-mapping analyses of UK Biobank data.

Language:RStargazers:5Issues:0Issues:0

gradvi

Gradient descent methods for Bayesian variational inference with mean field approximation.

Language:PythonLicense:MITStargazers:5Issues:5Issues:0

mr.ash

R package implementing methods for multiple regression with adaptive shrinkage priors ("mr.ash").

Language:RLicense:NOASSERTIONStargazers:4Issues:5Issues:10

mr.mash.alpha

R package implementing methods for multivariate multiple regression with adaptive shrinkage priors.

Language:RLicense:NOASSERTIONStargazers:4Issues:6Issues:2

single-cell-topics

Analysis of single-cell RNA-seq data using topic models.

Language:RLicense:MITStargazers:4Issues:0Issues:0

causal-TWAS

website for causal TWAS project

Language:RStargazers:3Issues:2Issues:0

scATACseq-topics

Analysis of single-cell ATAC-seq data using topic models.

Language:RLicense:MITStargazers:3Issues:5Issues:0

fastglmpca

Fast algorithms for GLM-PCA.

Language:HTMLLicense:GPL-2.0Stargazers:2Issues:3Issues:9

fsusieR

Draft package for "Sum of Single Functions" method.

Language:RLicense:NOASSERTIONStargazers:2Issues:5Issues:8

gbcd-workflow

GBCD analyses of scRNA-seq data from malignant cells.

Language:HTMLLicense:MITStargazers:2Issues:0Issues:0

mr-ash-workflow

MR.ASH (Multiple Regression with Adaptive Shrinkage) method and other linear regression methods.

Language:HTMLLicense:MITStargazers:2Issues:0Issues:0

fastTopics-experiments

Numerical experiments on fitting non-negative matrix factorizations and topic models.

Language:RLicense:MITStargazers:1Issues:3Issues:0

gbcd

R package for generalized binary covariance decomposition.

Language:RLicense:NOASSERTIONStargazers:1Issues:0Issues:0

VEB.Boost

R package implementing variational Empirical Bayes boosting methods.

Language:RLicense:MITStargazers:1Issues:4Issues:0
Language:PythonLicense:MITStargazers:0Issues:4Issues:0

ebpm

R package to fit the "Empirical Bayes Poisson Means" model.

Language:RStargazers:0Issues:3Issues:4

mmbr-rss-dsc

mvSuSiE simulation code and results.

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