Course or series
Applied Multivariate Statistical Modeling
NPTEL — National Programme on Technology Enhanced Learning
Lecture 01 : Introduction to Multivariate Statistical Modeling
“Lecture 01 : Introduction to Multivariate Statistical Modeling” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 02 : Introduction to Multivariate Statistical Modeling: Data types, models, and modeling
“Lecture 02 : Introduction to Multivariate Statistical Modeling: Data types, models, and modeling” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 03 : Statistical approaches to model building
“Lecture 03 : Statistical approaches to model building” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 04 : Statistical approaches to model building (Contd)
“Lecture 04 : Statistical approaches to model building (Contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 05 : Univariate Descriptive Statistics
“Lecture 05 : Univariate Descriptive Statistics” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 06 : Univariate Descriptive Statistics (Contd)
“Lecture 06 : Univariate Descriptive Statistics (Contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 07 : Normal Distribution and Chi-squared Distribution
“Lecture 07 : Normal Distribution and Chi-squared Distribution” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 08 : t-distribution, F-distribution, and Central Limit Theorem
“Lecture 08 : t-distribution, F-distribution, and Central Limit Theorem” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 09 : Univariate inferential statistics: Estimation
“Lecture 09 : Univariate inferential statistics: Estimation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 10 : Univariate Inferential Statistics: Estimation(Contd)
“Lecture 10 : Univariate Inferential Statistics: Estimation(Contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 11 : Univariate Inferential Statistics: Hypothesis Testing
“Lecture 11 : Univariate Inferential Statistics: Hypothesis Testing” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 12 : Hypothesis Testing(contd): Decision Making Scenarios
“Lecture 12 : Hypothesis Testing(contd): Decision Making Scenarios” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 13 : Multivariate Descriptive Statistics: Mean Vector
“Lecture 13 : Multivariate Descriptive Statistics: Mean Vector” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 14 : Multivariate Descriptive Statistics: Covariance Matrix
“Lecture 14 : Multivariate Descriptive Statistics: Covariance Matrix” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 15 : Multivariate Descriptive Statistics: Correlation Matrix
“Lecture 15 : Multivariate Descriptive Statistics: Correlation Matrix” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 16 : Multivariate Descriptive Statistics: Relationship between correlation
“Lecture 16 : Multivariate Descriptive Statistics: Relationship between correlation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 17 : Multivariate Normal Distribution
“Lecture 17 : Multivariate Normal Distribution” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 18 : Multivariate Normal Distribution(Contd)
“Lecture 18 : Multivariate Normal Distribution(Contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 19 : Multivariate Normal Distribution (Contd): Geometrical Interpretation
“Lecture 19 : Multivariate Normal Distribution (Contd): Geometrical Interpretation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 20 : Multivariate Normal Distribution (Contd): Examining data for multivariate normal
“Lecture 20 : Multivariate Normal Distribution (Contd): Examining data for multivariate normal” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 21 : Multivariate Inferential Statistics: Basics and Hotelling T - square statistic
“Lecture 21 : Multivariate Inferential Statistics: Basics and Hotelling T - square statistic” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 22 : Multivariate Inferential Statistics: Confidence Region
“Lecture 22 : Multivariate Inferential Statistics: Confidence Region” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 23:Multivariate Inferential Statistics:Simultaneous confidence interval & Hypothesis testing
“Lecture 23:Multivariate Inferential Statistics:Simultaneous confidence interval & Hypothesis testing” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 24:Multivariate Inferential Statistics: Hypothesis testing for equality of two population
“Lecture 24:Multivariate Inferential Statistics: Hypothesis testing for equality of two population” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 25 : Analysis of Variance (ANOVA)
“Lecture 25 : Analysis of Variance (ANOVA)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 26 : Analysis of Variance (ANOVA): Decomposition of Total sum of squares
“Lecture 26 : Analysis of Variance (ANOVA): Decomposition of Total sum of squares” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 27 : Analysis of Variance (ANOVA): Estimation of Parameters and Model Adequacy tests
“Lecture 27 : Analysis of Variance (ANOVA): Estimation of Parameters and Model Adequacy tests” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 28 : Two-way and Three-way Analysis of Variance (ANOVA)
“Lecture 28 : Two-way and Three-way Analysis of Variance (ANOVA)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 29 : Tutorial ANOVA
“Lecture 29 : Tutorial ANOVA” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 30 : Tutorial ANOVA (Contd)
“Lecture 30 : Tutorial ANOVA (Contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 31: Multivariate Analysis of Variance (MANOVA): Conceptual Model
“Lecture 31: Multivariate Analysis of Variance (MANOVA): Conceptual Model” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 32: Multivariate Analysis of Variance (MANOVA): (SSCP)
“Lecture 32: Multivariate Analysis of Variance (MANOVA): (SSCP)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 33: Multivariate Analysis of Variance (MANOVA): (SSCP)(contd.)
“Lecture 33: Multivariate Analysis of Variance (MANOVA): (SSCP)(contd.)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 34: Multivariate Analysis of Variance (MANOVA): Estimation and Hypothesis testing
“Lecture 34: Multivariate Analysis of Variance (MANOVA): Estimation and Hypothesis testing” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 35: MANOVA Case Study
“Lecture 35: MANOVA Case Study” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 36 : Multiple Linear Regression: Introduction
“Lecture 36 : Multiple Linear Regression: Introduction” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 37 : Multiple Linear Regression: Assumptions and Estimation of model parameters
“Lecture 37 : Multiple Linear Regression: Assumptions and Estimation of model parameters” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 38 : Multiple Linear Regression: Sampling Distribution of parameter estimates
“Lecture 38 : Multiple Linear Regression: Sampling Distribution of parameter estimates” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 39 : Multiple Linear Regression: Sampling Distribution of parameter estimates (contd)
“Lecture 39 : Multiple Linear Regression: Sampling Distribution of parameter estimates (contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 40 : Multiple Linear Regression: Model Adequacy Tests
“Lecture 40 : Multiple Linear Regression: Model Adequacy Tests” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 41 : Multiple Linear Regression: Model Adequacy Tests(contd)
“Lecture 41 : Multiple Linear Regression: Model Adequacy Tests(contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 42 : Multiple Linear Regression: Test of Assumptions
“Lecture 42 : Multiple Linear Regression: Test of Assumptions” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 43 : MLR-Model diagnostics
“Lecture 43 : MLR-Model diagnostics” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 44 : MLR-case study
“Lecture 44 : MLR-case study” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 45: Multivariate Linear Regression: conceptual model and assumptions
“Lecture 45: Multivariate Linear Regression: conceptual model and assumptions” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 46: Multivariate Linear Regression: Estimation of parameters
“Lecture 46: Multivariate Linear Regression: Estimation of parameters” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 47: Multivariate Linear Regression: Estimation of parameters (contd.)
“Lecture 47: Multivariate Linear Regression: Estimation of parameters (contd.)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 48: Multiple Linear Regression: Sampling Distribution of parameter estimates
“Lecture 48: Multiple Linear Regression: Sampling Distribution of parameter estimates” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 49: Multivariate Linear Regression: Model Adequacy Tests
“Lecture 49: Multivariate Linear Regression: Model Adequacy Tests” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 50: Multiple Linear Regression: Model Adequacy Tests(contd)
“Lecture 50: Multiple Linear Regression: Model Adequacy Tests(contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 51: Regression modeling using SPSS
“Lecture 51: Regression modeling using SPSS” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 52 : Principal Component Analysis (PCA): Conceptual Model
“Lecture 52 : Principal Component Analysis (PCA): Conceptual Model” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 53 : Principal Component Analysis (PCA): Extraction of Principal components (PCs)
“Lecture 53 : Principal Component Analysis (PCA): Extraction of Principal components (PCs)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 54 : Principal Component Analysis (PCA): Model Adequacy and Interpretation
“Lecture 54 : Principal Component Analysis (PCA): Model Adequacy and Interpretation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 55 : Principal Component Analysis (PCA): Model Adequacy and Interpretation (contd)
“Lecture 55 : Principal Component Analysis (PCA): Model Adequacy and Interpretation (contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 56: Factor Analysis: Basics and Orthogonal factor models
“Lecture 56: Factor Analysis: Basics and Orthogonal factor models” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 57: Factor Analysis: Types of models and key questions
“Lecture 57: Factor Analysis: Types of models and key questions” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 58: Factor Analysis: Parameter Estimation
“Lecture 58: Factor Analysis: Parameter Estimation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 59: Factor Analysis: Parameter Estimation(contd)
“Lecture 59: Factor Analysis: Parameter Estimation(contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 60: Factor Analysis: Model Adequacy tests and factor rotation
“Lecture 60: Factor Analysis: Model Adequacy tests and factor rotation” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 61: Factor Analysis: Factor scores and case study
“Lecture 61: Factor Analysis: Factor scores and case study” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 62 : Introduction to Structural Equation Modeling (SEM)
“Lecture 62 : Introduction to Structural Equation Modeling (SEM)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 63 : Introduction to Structural Equation Modeling (SEM)(contd)
“Lecture 63 : Introduction to Structural Equation Modeling (SEM)(contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 64 : Structural Equation Modeling (SEM): Confirmatory factor analysis (Measurement Model )
“Lecture 64 : Structural Equation Modeling (SEM): Confirmatory factor analysis (Measurement Model )” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 65 : Structural Equation Modeling (SEM): Confirmatory factor analysis (contd)
“Lecture 65 : Structural Equation Modeling (SEM): Confirmatory factor analysis (contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 66 : Structural Equation Modeling (SEM): Structural Model (Path model)
“Lecture 66 : Structural Equation Modeling (SEM): Structural Model (Path model)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 67 : Structural Equation Modeling (SEM): Structural Model(contd)
“Lecture 67 : Structural Equation Modeling (SEM): Structural Model(contd)” is listed in Applied Multivariate Statistical Modeling. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.