OpenStax CNX

Sections
You are here: Home » Content » Linear regression and model selection

About: Linear regression and model selection

Module by: Mark A. Davenport. E-mail the author

View the content: Linear regression and model selection

Metadata

Name: Linear regression and model selection
ID: m37360
Language: English (en)
Summary: This module provides a brief overview of the relationship between model selection, sparse linear regression, and the techniques developed in compressive sensing.
Subject: Mathematics and Statistics
Keywords: Model selection, Sparse linear regression
License: Creative Commons Attribution License CC-BY 3.0

Authors: Mark A. Davenport (markad@stanford.edu)
Copyright Holders: Mark A. Davenport (markad@stanford.edu)
Maintainers: Mark A. Davenport (markad@stanford.edu), Jared Adler (jca2@rice.edu), Daniel Williamson (dcwill@cnx.org)

Latest version: 1.3 (history)
First publication date: Mar 19, 2011 4:25 am -0500
Last revision to module: Apr 10, 2011 12:23 am -0500

Downloads

PDF: m37360_1.3.pdf PDF file, for viewing content offline and printing. Learn more.
XML: m37360_1.3.cnxml XML that defines the structure and contents of the module, minus any included media files. Can be reimported in the editing interface. Learn more.

Version History

Version: 1.3 Apr 10, 2011 12:23 am -0500 by Jared Adler
Changes:
image fixes

Version: 1.2 Apr 4, 2011 8:28 am -0500 by Jared Adler
Changes:
google analytics

Version: 1.1 Apr 2, 2011 1:47 pm -0500 by Mark A. Davenport
Changes:
Initial publish.

How to Reuse and Attribute This Content

If you derive a copy of this content using a OpenStax-CNX account and publish your version, proper attribution of the original work will be automatically done for you.

If you reuse this work elsewhere, in order to comply with the attribution requirements of the license (CC-BY 3.0), you must include

  • the authors' names: Mark Davenport
  • the title of the work: Linear regression and model selection
  • the OpenStax-CNX URL where the work can be found: http://cnx.org/content/m37360/1.3/

See the citation section below for examples you can copy.

How to Cite and Attribute This Content

The following citation styles comply with the attribution requirements for the license (CC-BY 3.0) of this work:

American Chemical Society (ACS) Style Guide:

Davenport, M. Linear regression and model selection, OpenStax-CNX Web site. http://cnx.org/content/m37360/1.3/, Apr 10, 2011.

American Medical Assocation (AMA) Manual of Style:

Davenport M. Linear regression and model selection [OpenStax-CNX Web site]. April 10, 2011. Available at: http://cnx.org/content/m37360/1.3/.

American Psychological Assocation (APA) Publication Manual:

Davenport, M. (2011, April 10). Linear regression and model selection. Retrieved from the OpenStax-CNX Web site: http://cnx.org/content/m37360/1.3/

Chicago Manual of Style (Bibliography):

Davenport, Mark. "Linear regression and model selection." OpenStax-CNX. April 10, 2011. http://cnx.org/content/m37360/1.3/.

Chicago Manual of Style (Note):

Mark Davenport, "Linear regression and model selection," OpenStax-CNX, April 10, 2011, http://cnx.org/content/m37360/1.3/.

Chicago Manual of Style (Reference, in Author-Date style):

Davenport, M. 2011. Linear regression and model selection. OpenStax-CNX, April 10, 2011. http://cnx.org/content/m37360/1.3/.

Modern Languages Association (MLA) Style Manual:

Davenport, Mark. Linear regression and model selection. OpenStax-CNX. 10 Apr. 2011 <http://cnx.org/content/m37360/1.3/>.