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Course: Numerical Methods

LINEAR REGRESSION

 

Background: Part 1 of 2

 

By Autar Kaw

TOPIC DESCRIPTION
 

Learn the background of linear regression of how the minimization criterion is selected.

 

This video teaches you how minimization criterion is established in linear regression.
ALL VIDEOS FOR THIS TOPIC
 

Linear Regression Background: Part 1 of 2 [YOUTUBE 8:10]

Linear Regression Background: Part 2 of 2 [YOUTUBE 3:55]

Linear Regression Derivation: Part 1 of 2 [YOUTUBE 6:22]

Linear Regression Derivation: Part 2 of 2 [YOUTUBE 8:44]

Linear Regression: Example [YOUTUBE 10:24]

Linear Regression With Zero Intercept: Derivation [YOUTUBE 9:32]

Linear Regression With Zero Intercept: Example [YOUTUBE 8:48]
COMPLETE RESOURCES
  Get in one place the following: a textbook chapter, a PowerPoint presentation, individual YouTube lecture videos, worksheets to illustrate the method and its convergence, and multiple-choice questions on Linear Regression.

Copyrights: UnCreative Commons Licenseiversity of South Florida, 4202 E Fowler Ave, Tampa, FL 33620-5350. All Rights Reserved. Questions, suggestions or comments, contact kaw@eng.usf.edu  This material is based upon work supported by the National Science Foundation under Grant# 0126793, 0341468, 0717624,  0836981.  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.  Other sponsors include Maple, MathCAD, USF, FAMU and MSOE.  Numerical Methods for Undergraduates by http://numericalmethods.eng.usf.edu is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3.0 United States License.  Based on a work at numericalmethods.eng.usf.edu.