Chapter 06.04 Nonlinear Regression

Prerequisites & Objectives

Prerequisites 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] [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..]

Wolfram Demonstration

Fitting a Curve to Five Points [NBP]

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]

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