Multiple Regression Step by Step ( A Complete Course )

Course covers everything that Statistics students want to gain knowledge about Multiple regression analysis
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  • Lectures 25
  • Length 1.5 hours
  • Skill Level All Levels
  • Languages English
  • Includes Lifetime access
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    Available on iOS and Android
    Certificate of Completion
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About This Course

Published 2/2016 English

Course Description

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

  • Able to know basic concepts of Multiple Regression
  • What is simple linear regression analysis?
  • What is Multiple Regression? Estimation of Multiple Linear Regression Model with Two Explanatory Variables
  • Introducing the formulas of Multiple Regression in deviation form
  • All Examples of simple linear regression model and Multiple Regression Model step by step with easy methods
  • In this course you can download PDF files which consists of examples and exercises that for additional help .
  • So Enroll Today , Create Change and be Amazing!

What are the requirements?

  • Basic knowledge of statistics
  • An Open Mind and Commitment

What am I going to get from this course?

  • Basic concepts of Multiple Regression like definitions and basic understanding
  • To know basic concepts of Multiple Regression
  • What is simple linear regression analysis?
  • What is Multiple Regression? Estimation of Multiple Linear Regression Model with Two Explanatory Variables
  • Introducing the formulas of Multiple Regression in deviation form
  • Examples of simple linear regression model and Multiple Regression Model
  • What is Simple Standard Error of Estimate? And methods to solving
  • What is Multiple Standard Error of Estimate? How to find the values of Multiple standard error of estimate?
  • What is Simple Coefficient of determination? And how to find it?
  • What is Coefficient of Multiple Determination? How to find the values of coefficient of Multiple determination?
  • What is Adjusted Coefficient of Multiple Determinations? How to find Adjusted Coefficient of Multiple Determination?
  • All basic and advance concepts of Simple and Multiple Regression with PDF files that consists of examples and exercises

What is the target audience?

  • This course is ideal for those who have interest in learning
  • Statistics Students can take this course
  • Financial students and accounting students also can take this course
  • And also for F.SC , B.SC and M.SC students

What you get with this course?

Not for you? No problem.
30 day money back guarantee.

Forever yours.
Lifetime access.

Learn on the go.
Desktop, iOS and Android.

Get rewarded.
Certificate of completion.

Curriculum

Introduction to course
Preview
02:01
Section 1: Basic concepts of Multiple Regression like definitions and basic understanding
What is simple linear regression analysis?
03:01
03:38
  • Determine the regression equation.
  • Determine the value of ......? when X is .....?

Interpret the estimated regression coefficient?

03:18

What is Multiple Regression?

Complete understanding of its basics . And the explanation of the Multiple Regression Model with formulas and its abbrevations.

With Examples

02:29

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
03:25
06:03
  • Determine the regression equation. Determine the value of when y estimated when X is............?
Download PDF File which consists of Examples and Exercises
00:24
10:06

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
00:24
Section 3: Intermediate concepts of Simple Regression and Multiple Regression with Examples
06:44

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

03:14

They will learn what is Multiple Standard Error of estimate?

04:26

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?
05:16
05:22

Interpretation:

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
02:18
00:24

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

03:59

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?
03:16
02:11

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
Correlation Analysis
04:27
Test the significance of coefficient of correlation
05:27
Testing of hypothesis about regression coefficient
Preview
02:21
Examples of testing of hypothesis about regreession coefficient
02:39
Exercise ( Download PDF file )
00:24

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Instructor Biography

Alia Mubashir, Instructor at Udemy

I have Specialization in Statistics , Finance and also teach Economics , Statistics and Mathematics to students in an academy and now I have started to teach online . I also hold

  1. Studied in Statistics and Finance from Punjab University
  2. I also hold Diplomas in Office Productivity and many Softwares
  3. Post Graduate Diploma in Business Administration and Finance.
  4. Bachelors in Science from Post Graduate College .

Now I want to teach online and I'm very passionate about it.

I teach Economics, Mathematics, Statistics, Finance and English. Now i'm creating courses online in all these subjects.

Enroll today, create change, and be amazing!

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