Holistic Numerical Methods

Transforming Numerical Methods Education for the STEM Undergraduate

 

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NONLINEAR REGRESSION

CHAPTER 06.04

How a Learner Can Use This Module

PRE-REQUISITES & OBJECTIVES

 

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

Objectives of Nonlinear Regression [PDF] [DOC]

TEXTBOOK CHAPTER

 

Textbook Chapter of Nonlinear Regression [PDF] [DOC]

DIGITAL AUDIOVISUAL LECTURES

 

Power Model: Derivation: Part 1 of 2 [YOUTUBE 4:07] [TRANSCRIPT]

Power Model: Derivation: Part 2 of 2 [YOUTUBE 8:11] [TRANSCRIPT]

Power Model : Transformed Data: Derivation [YOUTUBE 8:52] [TRANSCRIPT]

Power Model : Transformed Data: Example Part 1 of 2  [YOUTUBE 5:49] [TRANSCRIPT]

Power Model : Transformed Data: Example Part 2 of 2  [YOUTUBE 9:12] [TRANSCRIPT]

 

Exponential Model Regression: Derivation: Part 1 of 2 [YOUTUBE 5:50] [TRANSCRIPT]

Exponential Model Regression: Derivation: Part 2 of 2 [YOUTUBE 9:50] [TRANSCRIPT]

Exponential Model :  Example Part 1 of 2  [YOUTUBE 10:07] [TRANSCRIPT]

Exponential Model :  Example Part 2 of 2  [YOUTUBE 1:44] [TRANSCRIPT]

 

Exponential Model : Transformed Data: Derivation [YOUTUBE 9:37] [TRANSCRIPT]

Exponential Model : Transformed Data: Example Part 1 of 2  [YOUTUBE 7:11] [TRANSCRIPT]

Exponential Model : Transformed Data: Example Part 2 of 2  [YOUTUBE 9:14] [TRANSCRIPT]

 

Saturation Growth Model: Transformed Data: Derivation [YOUTUBE 8:27] [TRANSCRIPT]

 

Harmonic Decline Curve: Transformed Data: Derivation [YOUTUBE 9:16] [TRANSCRIPT]

Harmonic Decline Curve : Transformed Data: Example Part 1 of 2  [YOUTUBE 6:18] [TRANSCRIPT]

Harmonic Decline Curve : Transformed Data: Example Part 2 of 2  [YOUTUBE 8:47] [TRANSCRIPT]

 

Polynomial Model :  Derivation: Part 1 of 2  [YOUTUBE 7:47] [TRANSCRIPT]

Polynomial Model :  Derivation: Part 2 of 2   [YOUTUBE 9:40] [TRANSCRIPT]

Polynomial Model :  Example Part 1 of 2  [YOUTUBE 6:42] [TRANSCRIPT]

Polynomial Model :  Example Part 2 of 2  [YOUTUBE 6:16] [TRANSCRIPT]

MULTIPLE CHOICE TEST

 

Test Your Knowledge of Nonlinear Regression [HTML] [FLASH] [PDF] [DOC]

PRESENTATIONS

 

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

WORKSHEETS

 

Worksheet of Nonlinear Regression w/o Data Transformation [MAPLE]  [MATHC..]  [MATHE...]  [MATLAB]

Worksheet of Nonlinear Regression with Data Transformation [MAPLE]  [MATHC...]  [MATHE...]  [MATLAB]

Worksheet of Polynomial Regression [MAPLE]  [MATHCAD]  [MATHEMATICA]  [MATLAB]

Worksheet for Comparing Nonlinear Regression Models With & Without Data Transformation

                                                                                                                       [MAPLE] [MATH..][MATHE..]  [MAT..]

EXAMPLES FROM OTHER MAJORS

 

Chemical Engineering Example of Nonlinear Regression  [PDF]  [DOC] [PHY

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

Electrical Engineering Example of Nonlinear Regression  [PDF [DOC] [PHY]

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

 

Curve Fitting [NBP]

Interactive Curve Fitting [NBP]

Linear and Quadratic Curve Fitting Practice [NBP]

Fitting a Curve to Five Points [NBP]

RELATED TOPICS

 

Primer on Regression

Linear 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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