• Corpus ID: 17778480

Fast Bayesian Feature Selection for High Dimensional Linear Regression in Genomics via the Ising Approximation

  title={Fast Bayesian Feature Selection for High Dimensional Linear Regression in Genomics via the Ising Approximation},
  author={Charles K. Fisher and Pankaj Mehta},
Feature selection, identifying a subset of variables that are relevant for predicting a response, is an important and challenging component of many methods in statistics and machine learning. Feature selection is especially difficult and computationally intensive when the number of variables approaches or exceeds the number of samples, as is often the case for many genomic datasets. Here, we introduce a new approach -- the Bayesian Ising Approximation (BIA) -- to rapidly calculate posterior… 

Figures from this paper

A novel Bayesian approach for variable selection in linear regression models
Sparsity identification for high-dimensional partially linear model with measurement error
This article studied the identification of significant predictors in partially linear model in which some regressors are contaminated with random errors, and derived the estimating and selecting consistency and established the asymptotic distribution for the identified significant estimators.


Advanced mean field methods: theory and practice
The theoretical foundations of advanced mean field methods are covered, the relation between the different approaches are explored, the quality of the approximation obtained is examined, and their application to various areas of probabilistic modeling is demonstrated.
Neural Computation
The nervous system is able to develop by combining on one hand a only limited amount of genetic information and, on the other hand, the input it receives, and it might be possible to develop a brain from there.
Geršgorin And His Circles
This book studies the original results, and their extensions, of the Russian mathematician, S.A. Gersgorin, who wrote a seminal paper in 1931, on how to easily obtain estimates of all n eigenvalues
“Bioinformatics” 특집을 내면서
Assessment of medical technology in the context of commercialization with Bioentrepreneur course, which addresses many issues unique to biomedical products.
  • R. Rosenfeld
  • Medicine
    Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery
  • 2009
Proceedings of the National Academy of Sciences of the United States of America. Annual subject and author indexes.
This dissertation aims to provide a history of web exceptionalism from 1989 to 2002, a period chosen in order to explore its roots as well as specific cases up to and including the year in which descriptions of “Web 2.0” began to circulate.
Journal of the Royal Statistical Society: Series B (Statistical Methodology) 70
  • 849
  • 2008
Applied Statistics. A Journal of the Royal Statistical Society
Journal of the Royal Statistical Society: Series B (Statistical Methodology )
  • Journal of the Royal Statistical Society: Series B (Statistical Methodology )
  • 2005
PloS one 6
  • e29095
  • 2011