BACKGROUND

A primer on statistical terminology for regression analysis [PDF] [DOC]

Introduction to regression [PDF] [DOC]

Test your knowledge on background of regression analysis [HTML] [PDF] [DOC]

PHYSICAL PROBLEM

Extraction of road networks in images by function fitting [PDF] [DOC]

NUMERICAL METHOD

LINEAR REGRESSION MODEL

How does Linear Regression work? [PDF] [DOC]

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]

A Power point presentation on Linear Regression [PDF] [PPT]

Worksheet of Linear Regression [PDF] [MWS]

Test your knowledge of Linear Regression [HTML] [PDF] [DOC]

NONLINEAR REGRESSION MODELS

How does Nonlinear Regression work? [PDF] [DOC]

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

A Power point presentation on Nonlinear regression [PDF] [PPT]

Worksheet of Nonlinear Regression without Data Linearization [PDF] [MWS]

Worksheet of Nonlinear Regression with Data Linearization [PDF] [MWS]

Worksheet of Polynomial Regression [PDF] [MWS]

Test your knowledge of Nonlinear Regression [HTML] [PDF] [DOC]

ANECDOTES

Comparing nonlinear regression models - with and without data linearization [PDF] [MWS]

On adequacy of regression models [PDF] [DOC] [PDF] [MWS]
Multivariate least squares fitting [PDF] [DOC]