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Welcome to my course on "Statistics Concepts-Multiple Regression" This course covers running and evaluating multiple regression models as well as simple linear regression model including assessing the overall quality of models and interpreting individual predictors for significance with PDF Files . We also explore R-Square in depth, including how to interpret R-Square for significance. Together with in-depth coverage of simple regression, we'll also explore correlation, which is closely related to regression analysis. By the end of this course you will be skilled in running and interpreting your own linear regression analyses, as well as critically evaluating the work of others While you can be confident that you are getting accurate information with Quantitative Specialists,
You will Learn
Basic concepts of Multiple Regression like definitions and basic understanding
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Introduction to coursePreview
|Section 1: Basic concepts of Multiple Regression like definitions and basic understanding|
What is simple linear regression analysis?
Interpret the estimated regression coefficient?
What is Multiple Regression?
Complete understanding of its basics . And the explanation of the Multiple Regression Model with formulas and its abbrevations.
Estimation of Multiple Linear Regression Model with Two Explanatory Variables by Using Least Squares Principle with examples:
The multiple linear regressions model with two explanatory variables is given:
|Section 2: Introducing the formulas of Multiple Regression and Estimation of Multiple.....?|
Introducing the formulas of Multiple Regression in deviation form
Download PDF File which consists of Examples and Exercises
Fit a least square regression equation of Y on and give the economic meaning..................... of your estimate.?
With model and its explanatory variables.
Get PDF File for Additional help
|Section 3: Intermediate concepts of Simple Regression and Multiple Regression with Examples|
They will learn what is standard error of estimate and also learn the methods to Compute the standard error of estimate with examples .
Complete understanding with basics
They will learn what is Multiple Standard Error of estimate?
Learn the methods to Compute the Multiple Standard Error of estimate with examples .
Including numerically examples , A complete understanding
What is Simple Coefficient of determination?
Indicates that ----% of the variation in-----which is explained by its linear relationship with ----?
|Section 4: What is Adjusted Coefficient of Multiple Determinations and What is Coefficient?|
What is Coefficient of Multiple Determination?Preview
In this lecture you can download PDF files from the resources , I Added materials for your knowledge and for practice that consists of examples and exercises
Carry out the necessary computation to obtain the least-squares estimates of the parameters in the multiple regressions model to find coefficient of multiple determination .
What is Adjusted Coefficient of Multiple Determinations?
Learn the methods to Compute the Adjusted Coefficient of Multiple Determination with examples .
How to find Adjusted Coefficient of Multiple Determination?
|Section 5: Advance Concepts of Simple Regression Analysis with Examples|
Test the significance of coefficient of correlation
Testing of hypothesis about regression coefficientPreview
Examples of testing of hypothesis about regreession coefficient
Exercise ( Download PDF file )
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