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Course12710438162 lectures

Multi-Criteria Decision Making and Applications

Prof. Raghu Nandan Sengupta · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

week-01

  1. Lecture 1 - Example 01, 02, 03 Video
  2. Lecture 2 - Example 03, 04, 05, 06 Video
  3. Lecture 3 - Example 04, 05, 06 (Continued...) Video
  4. Lecture 4 - Example 06 (Continued...), Example 07 Video
  5. Lecture 5 - Example 06 (Continued...), Example 07 Video

week-02

  1. Lecture 6 - MCDM: Definitions, Theory of Choice, MCDM Axioma, Condorcet Paradox Video
  2. Lecture 7 - Theory of Choice, MCDM Axioms, Condorcet Paradox Video
  3. Lecture 8 - MCDM Axioms, Condorcet Paradox, Utility Theory Video
  4. Lecture 9 - Utility Theory, Expected value of Utility Function, Lotteries, Rational Choice, Properties of Utility Function Video
  5. Lecture 10 - Rational Choice, Properties of Utility Function, Risk Aversion, Neutrality, Seeking Properties, Marginal Utility, Absolute Risk Aversion, Relative Risk Aversion Video

week-03

  1. Lecture 11 - Utility Theory Examples, Properties of Utility Function, Risk Aversion, Neutrality, Seekingi Properties, Marginal Utility, Absolute Risk Aversion, Relative Risk Aversion Video
  2. Lecture 12 - Properties of Utility Function, Risk Aversion, Neutrality, Seeking Properties, Marginal Utility, Absolute Risk Aversion, Relative Risk Aversion, Example of Utility Functions Video
  3. Lecture 13 - Example of Utility Functions, Certainty Equivalent, Geomatric Mean Methods, Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  4. Lecture 14 - Example of Utility Functions, Certainty Equivalent, Geomatric Mean Methods, Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  5. Lecture 15 - Certainty Equivalent, Geomatric Mean Methods, Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video

week-04

  1. Lecture 16 - Geomatric Mean Methods, Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  2. Lecture 17 - Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  3. Lecture 18 - Safety First Principle, Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  4. Lecture 19 - Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video
  5. Lecture 20 - Stochastic Dominance, Hyperbolic Absolute Risk Aversion Function Video

week-05

  1. Lecture 21 - Concept of Pareto Optimally in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  2. Lecture 22 - Concept of Pareto Optimality in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  3. Lecture 23 - Pareto Optimality, Property of Dominance, Strong Pareto Optimality, Weak Pareto Optimality, Concepts of Pareto Optimality in 2D Space, Effective versus Inefficient Solutions Video
  4. Lecture 24 - Concept of Pareto Optimality in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  5. Lecture 25 - Concept of Pareto Optimality in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video

week-06

  1. Lecture 26 - Concept of Pareto Optimality in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  2. Lecture 27 - Concept of Pareto Optimality in 2D Space, Effective Versus Inefficient Solutions, Karusch Kuhn Tucker Condition, Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  3. Lecture 28 - Scales of Measurements: Nominal Scale, Ordinal Scale, Interval Scale, Ratio Scale, Goal Programming Video
  4. Lecture 29 - Pareto Optimality, Concept of Pareto Optimality, Goal Programming Video
  5. Lecture 30 - Pareto Optimality, Pareto Curves, Goal Programming Video

week-07

  1. Lecture 31 - Goal Programming, Concepts of Pareto Optimality in 2D Space for LP, Concepts of Pareto Optimality in 3D Space for QP Video
  2. Lecture 32 - Concepts of Pareto Optimality in 2D Space for LP, Concepts of Pareto Optimality in 3D Space for QP Video
  3. Lecture 33 - LP Example of Goal Programming/MCDM, NLP Example of Goal Programming/MCDM Video
  4. Lecture 34 - LP Example of Goal Programming/MCDM, NLP Example of Goal Programming/MCDM (Continued...) Video
  5. Lecture 35 - LP Example of Goal Programming/MCDM, NLP Example of Goal Programming/MCDM (Continued...) Video

week-08

  1. Lecture 36 - LP Example of Goal Programming/MCDM, NLP Example of Goal Programming/MCDM (Continued...) Video
  2. Lecture 37 - Quadratic Programming, Goal Programming Video
  3. Lecture 38 - Multi Attribute Utility Theory, TOPSIS Video
  4. Lecture 39 - Multi Attribute Utility Theory, TOPSIS Video
  5. Lecture 40 - Technique For Order Preference by Similarity to Ideal Solutions (TOPSIS) Video

week-09

  1. Lecture 41 - Technique For Order Preference by Similarity to Ideal Solutions (TOPSIS) Video
  2. Lecture 42 - Technique For Order Preference by Similarity to Ideal Solutions (TOPSIS) Video
  3. Lecture 43 - Technique For Order Preference by Similarity to Ideal Solutions (TOPSIS), Elimination and Choice Translating Reality (ELECTRE) Video
  4. Lecture 44 - Elimination and Choice Translating Reality (ELECTRE) Video
  5. Lecture 45 - Elimination and Choice Translating Reality (ELECTRE) Video

week-10

  1. Lecture 46 - Elimination and Choice Translating Reality (ELECTRE) Video
  2. Lecture 47 - Elimination and Choice Translating Reality (ELECTRE) Video
  3. Lecture 48 - Elimination and Choice Translating Reality (ELECTRE), e-ELECTRE Video
  4. Lecture 49 - Elimination and Choice Translating Reality (ELECTRE), e-ELECTRE Video
  5. Lecture 50 - Elimination and Choice Translating Reality (ELECTRE), e-ELECTRE, VIKOR Video

week-11

  1. Lecture 51 - VIKOR (VIsekriterijumska Optimizacija I Kompromisno Resenje) Video
  2. Lecture 52 - VIKOR (VIsekriterijumska Optimizacija I Kompromisno Resenje) Video
  3. Lecture 53 - Analytical Hierarchy Process (AHP) Video
  4. Lecture 54 - Analytical Hierarchy Process (AHP) (Continued...) Video
  5. Lecture 55 - Analytical Hierarchy Process (AHP) (Continued...) Video

week-12

  1. Lecture 56 - Data Envelopment Analysis (DEA) Video
  2. Lecture 57 - Data Envelopment Analysis (DEA) Video
  3. Lecture 58 - Decision Tree Analysis Video
  4. Lecture 59 - Decision Tree Analysis (Continued...) Video
  5. Lecture 60 - Example in Multi Objective Decision Making Video

Live Session

  1. Live Session 17-02-2024 Video
  2. Live Session 19-03-2024 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Multidisciplinary
Teacher
Prof. Raghu Nandan Sengupta
Level
Undergraduate
Language
English
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.
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