Data Analysis and Decision Making I

Data Analysis and Decision Making - I Indian Institute of Technology Kanpur

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Created by IIT Kanpur Staff Last updated Sat, 05-Mar-2022 English


Data Analysis and Decision Making I free videos and free material uploaded by IIT Kanpur Staff .

Syllabus / What will i learn?

Week 1 : Introduction to Multivariate Analysis

Week 2 : Joint and marginal Distribution

Week 3 : Multinomial, Multivariate Normal, Multivariate t, Wishart and other Distributions

Week 4 : Multivariate Extreme Valued Distributions

Week 5 : Copula Method

Week 6 : Multiple Linear Regression, Multiple Non-Linear Regression, etc.

Week 7 : Factor Analysis

Week 8 : MANOVA, MANCOVA, etc.

Week 9 : Conjoint Analysis

Week 10 : Cluster Analysis

Week 11 : Multiple Discriminant Analysis

Week 12 : Multidimensional Scaling, Structural Equation Modeling



Curriculum for this course
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Description

This is the first part of the three part course (DADM-I, DADM-II, DADM-III) which covers Operations Research and its tools with applications. In general Decision Analysis and Decision Making (DADM) covers three main areas which are: Multivariate Statistical Analysis with its applications, Other Decision Making Models like DEA, AHP, ANP, TOPSIS, etc., and Operations Research and its tools with applications. These three part DADM course will be more practical and application oriented rather than theoretical in nature.

INTENDED AUDIENCE : Masters in Business Administration, Masters in Economics, Masters in Statistics/Mathematics, Masters in Industrial Engineering, Masters in Operations Research/Operations Management, PhD in related fields as mentioned above

PREREQUISITES : Probability & Statistics, Operations Research

INDUSTRY SUPPORT : Manufacturing industry, chemical industry, steel industry, cement industry, etc.

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