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Course11010509640 lectures

Selected Topics in Decision Modeling

Prof. Biswajit Mahanty · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

MODULE 1

  1. Lecture 1 : Dynamic Programming : Introduction Video
  2. Lecture 2 : Stagecoach Problem Video
  3. Lecture 3 : An Investment Problem Video
  4. Lecture 4 : An Investment Problem (Contd.) Video
  5. Lecture 5 : Further Examples Video

MODULE 2

  1. Lecture 6 : Machine Allocation and Cargo Loading Problem Video
  2. Lecture 7 : Knapsack Problem Video
  3. Lecture 8 : Probabilistic Dynamic Programming Video
  4. Lecture 9 : Probabilistic Dynamic Programming (Contd.) Video
  5. Lecture 10 : Dijkstra's Algorithm Video

MODULE 3

  1. Lecture 11 : Integer Programming : Introduction Video
  2. Lecture 12 : Integer Programming : Formulation Video
  3. Lecture 13 : Integer Programming : Formulation (Contd.) Video
  4. Lecture 14 : Integer Linear Programming Video
  5. Lecture 15 : Cutting Plane Method Video

MODULE 4

  1. Lecture 16 : Exhaustive Enumeration and Branch and Bound Techniques Video
  2. Lecture 17 : Branch and Bound Technique Video
  3. Lecture 18 : Assignment and Travelling Salesman Problem Video
  4. Lecture 19 : Travelling Salesman Problem (Contd.) Video
  5. Lecture 20 : Heuristic Methods for Integer Programming Video

MODULE 5

  1. Lecture 21 : Non-Linear Programming : Introduction Video
  2. Lecture 22 : Single-Variable Unconstrained Optimization Video
  3. Lecture 23 : Multi-variable Unconstrained NLP Video
  4. Lecture 24 : Solving Unconstrained NLP Video
  5. Lecture 25 : Numerical Methods for Unconstrained NLP Video

MODULE 6

  1. Lecture 26 : Constrained NLP : Lagrange Multipliers Video
  2. Lecture 27 : Constrained NLP : KKT Conditions Video
  3. Lecture 28 : Constrained NLP : KKT Conditions (Contd.) Video
  4. Lecture 29 : Quadratic Programming Video
  5. Lecture 30 : Example problems on Constrained NLP Video

MODULE 7

  1. Lecture 31 : Introduction to Metaheuristics Video
  2. Lecture 32 : Genetic Algorithms Video
  3. Lecture 33 : Genetic Algorithm Process Video
  4. Lecture 34 : Genetic Algorithm Process (Contd.) Video
  5. Lecture 35 : Genetic Algorithm Examples Video

MODULE 8

  1. Lecture 36 : Simulated Annealing Video
  2. Lecture 37 : Tabu Search Video
  3. Lecture 38 : Particle Swarm Optimization Video
  4. Lecture 39 : Multi-Objective Optimization Video
  5. Lecture 40 : NSGA-II Examples Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Management
Teacher
Prof. Biswajit Mahanty
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
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