Modules / Lectures
Module NameDownloadDescriptionDownload Size
IntroductionIntroductionLecture Notes637 kb
Mathematical BackgroundMathBackground_ILecture Notes290 kb
Mathematical BackgroundMathBackground_IILecture Notes174 kb
Unconstrained OptimizationUnconstrainedOptimization_ILecture Notes185 kb
Unconstrained OptimizationUnconstrainedOptimization_IILecture Notes256 kb
Convex SetsConvexSetsLecture Notes378 kb
Convex FunctionsConvexFunctionsLecture Notes366 kb
Unconstrained Optimization.UnconstrainedOptimization_IIILecture Notes300 kb
Unconstrained Optimization.UnconstrainedOptimization_IVLecture Notes218 kb
Unconstrained Optimization.UnconstrainedOptimization_VLecture Notes268 kb
Unconstrained Optimization.UnconstrainedOptimization_VILecture Notes257 kb
Unconstrained Optimization.UnconstrainedOptimization_VIILecture Notes186 kb
Unconstrained Optimization.UnconstrainedOptimization_VIIILecture Notes245 kb
Unconstrained Optimization.UnconstrainedOptimization_IXLecture Notes199 kb
Constrained OptimizationConstrainedOptimizationLecture Notes218 kb
DualityDualityLecture Notes335 kb
Linear ProgrammingLinearProgramming_ILecture Notes489 kb
Linear ProgrammingLinearProgramming_IILecture Notes296 kb
Linear ProgrammingLinearProgramming_IIILecture Notes136 kb
Linear ProgrammingLinearProgramming_IVLecture Notes143 kb
Algorithms for Constrained Optimization ProblemsOptimizationAlgorithms_ILecture Notes322 kb
Algorithms for Constrained Optimization ProblemsOptimizationAlgorithms_IILecture Notes157 kb

Sl.No Chapter Name English
1IntroductionPDF unavailable
2Mathematical BackgroundPDF unavailable
3Mathematical Background (contd)PDF unavailable
4One Dimensional Optimization - Optimality ConditionsPDF unavailable
5One Dimensional Optimization (contd)PDF unavailable
6Convex SetsPDF unavailable
7Convex Sets (contd)PDF unavailable
8Convex FunctionsPDF unavailable
9Convex Functions (contd)PDF unavailable
10Multi Dimensional Optimization - Optimality Conditions, Conceptual AlgorithmPDF unavailable
11Line Search TechniquesPDF unavailable
12Global Convergence TheoremPDF unavailable
13Steepest Descent MethodPDF unavailable
14Classical Newton MethodPDF unavailable
15Trust Region and Quasi-Newton MethodsPDF unavailable
16Quasi-Newton Methods - Rank One Correction, DFP MethodPDF unavailable
17i) Quasi-Newton Methods - Broyden Family ii) Coordinate Descent MethodPDF unavailable
18Conjugate DirectionsPDF unavailable
19Conjugate Gradient MethodPDF unavailable
20Constrained Optimization - Local and Global Solutions, Conceptual AlgorithmPDF unavailable
21Feasible and Descent DirectionsPDF unavailable
22First Order KKT ConditionsPDF unavailable
23Constraint QualificationsPDF unavailable
24Convex Programming ProblemPDF unavailable
25Second Order KKT ConditionsPDF unavailable
26Second Order KKT Conditions (contd)PDF unavailable
27Weak and Strong DualityPDF unavailable
28Geometric InterpretationPDF unavailable
29Lagrangian Saddle Point and Wolfe DualPDF unavailable
30Linear Programming ProblemPDF unavailable
31Geometric SolutionPDF unavailable
32Basic Feasible SolutionPDF unavailable
33Optimality Conditions and Simplex TableauPDF unavailable
34Simplex Algorithm and Two-Phase MethodPDF unavailable
35Duality in Linear ProgrammingPDF unavailable
36Interior Point Methods - Affine Scaling MethodPDF unavailable
37Karmarkar\'s MethodPDF unavailable
38Lagrange Methods, Active Set MethodPDF unavailable
39Active Set Method (contd)PDF unavailable
40Barrier and Penalty Methods, Augmented Lagrangian Method and Cutting Plane MethodPDF unavailable
41SummaryPDF unavailable


Sl.No Language Book link
1EnglishNot Available
2BengaliNot Available
3GujaratiNot Available
4HindiNot Available
5KannadaNot Available
6MalayalamNot Available
7MarathiNot Available
8TamilNot Available
9TeluguNot Available