Learn · NPTEL

Course11010506042 lectures

Applied Multivariate Statistical Modeling

Dr J Maiti · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Introduction to multivariate statistical modeling

  1. Introduction to multivariate statistical modeling Video
  2. Introduction to multivariate statistical modeling (Contd.) Video

Univariate descriptive statistics

  1. Univariate descriptive statistics Video

Sampling distribution

  1. Sampling distribution Video

Estimation

  1. Estimation Video
  2. Estimation (Contd.) Video

Hypothesis testing

  1. Hypothesis testing Video

Multivariate descriptive statistics

  1. Multivariate descriptive statistics Video
  2. Multivariate descriptive statistics (Contd.) Video

Multivariate normal distribution

  1. Multivariate normal distribution Video
  2. Multivariate normal distribution (Contd.) Video

Multivariate Inferential Statistics

  1. Multivariate Inferential Statistics Video
  2. Multivariate Inferential Statistics (Contd.) Video

ANOVA (Analysis of Varianace)

  1. ANOVA (Analysis of Varianace) Video
  2. Analysis of Variance (Contd.) Video

Multivariate Analysis of Variance (MANOVA)

  1. Multivariate Analysis of Variance (MANOVA) Video
  2. MANOVA (Contd.) Video

Tutorial – ANOVA

  1. Tutorial : ANOVA Video
  2. Tutorial ANOVA (Contd.) Video

MANOVA – Case Study

  1. MANOVA : Case Study Video

Multiple Regression – Introduction

  1. Multiple Regression : Introduction Video

MLR – Sampling distribution of regression coefficients

  1. MLR : Sampling distribution of regression coefficients Video

MLR – Model adequacy tests

  1. MLR : Model adequacy tests Video

MLR – Test of assumptions

  1. MLR : Test of assumptions Video

MLR – Model diagnostics

  1. MLR : Model diagnostics Video

MLR – Case Study

  1. MLR : Case Study Video

Multivariate Linear Regression

  1. Multivariate Linear Regression Video

Multivariate Linear Regression – Estimation

  1. Multivariate Linear Regression :Estimation Video

Multivariate Linear Regression – Model Adequacy tests

  1. Multivariate Linear Regression : Model Adequacy tests Video

Principal Component Analysis (PCA)

  1. Principal Component Analysis (PCA) Video

PCA – Model Adequacy & Interpretation

  1. PCA : Model Adequacy & Interpretation Video

Regression Modeling using SPSS

  1. Regression Modeling using SPSS Video

Factor Analysis

  1. Factor Analysis Video

Factor Analysis – Estimation & Model Adequacy testing

  1. Factor Analysis : Estimation & Model Adequacy testing Video

Factor Analysis – Model Adequacy, rotation, factor scores & case study

  1. Factor Analysis : Model Adequacy, rotation, factor scores and case study Video

Cluster Analysis

  1. Cluster Analysis Video
  2. Cluster Analysis (Contd.) Video

Introduction to Structural Equation Modeling (SEM)

  1. Introduction to Structural Equation Modeling (SEM) Video

SEM - Measurement Model

  1. SEM - Measurement Model Video

SEM - Structural Model

  1. SEM - Structural Model Video

Correspondence Analysis

  1. Correspondence Analysis Video
  2. Correspondence Analysis (Contd.) Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Management
Teacher
Dr J Maiti
Level
Undergraduate
Language
English
Subjects
Business and management
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
Who can watch
NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed