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Online Course

Data Analysis & Decision Making - III

Indian Institute of Technology Kanpur and NPTEL via Swayam

22
Found in Data Analysis

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Overview

This is the third 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.

Syllabus

COURSE LAYOUT

Week 1: Introduction, Ideas of Optimization and Modeling
Week 2: Linear Programming (LP) and related topics
Week 3: Simplex Method, Interior point Method and related concepts
Week 4: Non-Linear Programming (NLP)
Week 5: Goal Programming
Week 6: Stochastic Programming
Week 7: 0-1 Programming and other related methods
Week 8: Polynomial Optimization
Week 9: Reliability Based Programming
Week 10: Robust Optimization
Week 11: Other topics like Parametric programming, etc
Week 12: Multi-objective Programming

Taught by

Dr. Raghu Nandan Sengupta

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