The general linear model and fMRI: does love last forever?

Neuroimage. 2012 Aug 15;62(2):871-80. doi: 10.1016/j.neuroimage.2012.01.133. Epub 2012 Feb 11.

Abstract

In this review, we first set out the general linear model (GLM) for the non technical reader, as a tool able to do both linear regression and ANOVA within the same flexible framework. We present a short history of its development in the fMRI community, and describe some interesting examples of its early use. We offer a few warnings, as the GLM relies on assumptions that may not hold in all situations. We conclude with a few wishes for the future of fMRI analyses, with or without the GLM. The appendix develops some aspects of use of contrasts for testing for the more technical reader.

Publication types

  • Historical Article
  • Review

MeSH terms

  • Brain / anatomy & histology
  • Brain / physiology
  • Brain Mapping / history
  • Brain Mapping / methods
  • History, 20th Century
  • History, 21st Century
  • Humans
  • Image Processing, Computer-Assisted / history*
  • Image Processing, Computer-Assisted / methods*
  • Linear Models*
  • Magnetic Resonance Imaging / history*
  • Magnetic Resonance Imaging / methods*