Holistic Numerical Methods

Transforming Numerical Methods Education for the STEM Undergraduate

 

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LINEAR REGRESSION

CHAPTER 06.03

How a Learner Can Use This Module

PRE-REQUISITES & OBJECTIVES

 

Pre-Requisites for Linear Regression [PDF] [DOC]

Objectives of Linear Regression [PDF] [DOC]

TEXTBOOK CHAPTER
  Textbook Chapter of Linear Regression [PDF] [DOC]
DIGITAL AUDIOVISUAL LECTURES
 

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

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

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

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

Linear Regression: Example [YOUTUBE 10:24] [TRANSCRIPT]

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

Linear Regression With Zero Intercept: Example [YOUTUBE 8:48] [TRANSCRIPT]

MULTIPLE CHOICE TEST
  Test Your Knowledge of Linear Regression [HTML] [FLASH] [PDF] [DOC]
PRESENTATIONS
 

A PowerPoint Presentation on Linear Regression [PDF] [PPT]

WORKSHEETS
  Worksheet of Linear Regression [MAPLE]  [MATHCAD]  [MATHEMATICA]  [MATLAB]

EXAMPLES FROM OTHER MAJORS

 

Civil Engineering Example of Linear Regression  [PDF]  [DOC] [PHY

Computer Engineering Example of Linear Regression  [PDF [DOC] [PHY]

Industrial Engineering Example of Linear Regression  [PDF [DOC] [PHY]

Mechanical Engineering Example of Linear Regression  [PDF [DOC] [PHY]

WOLFRAM DEMONSTRATION (External link | What are Wolfram Demonstrations? | Do need free Mathematica Player to run)

 

Least Squares Criteria for the Least Squares Regression Line [NBP]

Linear and Quadratic Curve Fitting Practice [NBP]

Interactive Curve Fitting [NBP]

Fitting a Curve to Five Points [NBP]

RELATED TOPICS

 

Primer on Regression

Nonlinear Regression

Adequacy of Regression


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Copyrights: University 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# Creative Commons License0126793, 0341468, 0717624,  0836981, 0836916, 0836805, 1322586.  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.  Based on a work at http://mathforcollege.com/nm.  Holistic Numerical Methods licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License.

 

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