YoVDO

Multiple Regression and Correlation

Offered By: Statistics is Fun A.H via YouTube

Tags

Linear Regression Courses Statistics & Probability Courses Data Analysis Courses Correlation Courses Multiple Regression Courses

Course Description

Overview

Learn about multiple regression and correlation in this 1 hour 30 minute lecture. Explore the proof of the Partial Correlation Coefficient Formula, including the variance calculation for two variables and the variance of residuals for three variables. Delve into the proof of the Multiple Correlation Coefficient formula and understand how the multiple regression equation in deviation form relates to standard deviations and correlation coefficients. Gain a deeper understanding of these statistical concepts through detailed explanations and mathematical proofs.

Syllabus

Proof of Partial Correlation Coefficient Formula.
(Lecture - 2) Variance (x1.2)=(S1)^2 (1-(r12)^2) when two variable x1 and x2 are involved.
variance(x1.23)=(S1.23)^2 =(S1)^2 ∆/∆11 (variance of residual when 3 variable involved).
Proof of Multiple Correlation Coefficient formula.
Multiple regression equation deviation form is = to mulitiple reg in term of S.D and corr.coeff..


Taught by

Statistics is Fun A.H

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Statistics One
Princeton University via Coursera
Intro to Statistics
Stanford University via Udacity
Passion Driven Statistics
Wesleyan University via Coursera