NOC:Applied Multivariate Statistical Modeling (USB)

Media Storage Type : 32 GB USB Stick

NPTEL Subject Matter Expert : Dr. J. Maiti

NPTEL Co-ordinating Institute : IIT Kharagpur

NPTEL Lecture Count : 28

NPTEL Course Size : 4.6 GB

NPTEL PDF Text Transcription : Available and Included

NPTEL Subtitle Transcription : Available and Included (SRT)

Lecture Titles:

Lecture 1 - Introduction to multivariate statistical modeling - Part-I
Lecture 2 - Introduction to multivariate statistical modeling - Part-II
Lecture 3 - Univariate descriptive statistics
Lecture 4 - Sampling Distribution
Lecture 5 - Estimation - Part-I
Lecture 6 - Estimation - Part-II
Lecture 7 - Hypothesis Testing
Lecture 8 - Introduction to multivariate statistical modeling - Part-I
Lecture 9 - Introduction to multivariate statistical modeling - Part-II
Lecture 10 - Multivariate Normal Distribution
Lecture 11 - Multivariate Normal Distribution (Continued...)
Lecture 12 - ANOVA - Part-I
Lecture 13 - ANOVA - Part-II
Lecture 14 - Multivariate Analysis of Variance (MANOVA)
Lecture 15 - Multivariate Analysis of Variance (MANOVA) (Continued...)
Lecture 16 - Multiple Regression - Introduction
Lecture 17 - MLR Sampling Distribution of Regression Coefficients
Lecture 18 - MLR-Model Adequacy Tests
Lecture 19 - MLR - Test of Assumptions
Lecture 20 - MLR - Model Diagnostics
Lecture 21 - Principal Component Analysis (PCA)
Lecture 22 - Principal Component Analysis (PCA) : Model Adequacy and Interpretation
Lecture 23 - Factor Analysis
Lecture 24 - Factor Analysis - Estimation and Model Adequacy Testing
Lecture 25 - Factor Analysis - Model Adequacy, Rotation, Factor Scores and Case Study
Lecture 26 - Introduction to Structural Equation Modeling
Lecture 27 - SEM - Measurement Model
Lecture 28 - SEM - Structural Model