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Lecture
Linear Programming: Solving LPs
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Related lectures (51)
Initial BFS
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Explores finding the initial Basic Feasible Solution (BFS) in a linear program.
Gradient Descent: Optimization and Constraints
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Discusses gradient descent for optimization with equality constraints and iterative convergence criteria.
Semi-Definite Programming
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Covers semi-definite programming and optimization over positive semidefinite cones.
Introduction to Optimization and Operations Research
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Covers fundamental concepts of optimization and operations research, exploring real-world examples and key topics over a semester.
Linear Programming Exercise
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Covers exercises related to linear programming, focusing on solving optimization problems.
Optimization Principles
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Covers optimization principles, including linear optimization, networks, and concrete research examples in transportation.
Linear Programming: Optimization and Constraints
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Introduces linear programming, emphasizing optimization with constraints and practical examples.
Optimal Decision Making: Exercises & Solutions
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Covers exercises and solutions in translating text problems into linear programming and optimizing decision-making processes.
Optimization algorithms
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Covers optimization algorithms, focusing on Proximal Gradient Descent and its variations.
Variance Reduction: Strategies and Applications
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Discusses variance reduction techniques in stochastic simulation, focusing on allocation strategies and replica generation algorithms.
Two-phase Simplex Algorithm: Introduction and Duality
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Introduces the two-phase simplex algorithm and explores duality in linear programming.
Optimization Problems: Path Finding and Portfolio Allocation
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Covers optimization problems in path finding and portfolio allocation.
Optimization Programs: Piecewise Linear Cost Functions
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Covers the formulation of optimization programs for minimizing piecewise linear cost functions.
Duality: Economic Interpretation
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Explores duality in linear programming, strong duality, complementary slackness, and the economic interpretation of dual variables as prices.
Convex Polyhedra and Linear Programs
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Explores convex polyhedra, linear programs, and their optimization importance.
Dual Translations in Linear Programming
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Explores dual translations in linear programming, emphasizing primal and dual formulations and the significance of invertible submatrices.
Integer Programming Basics
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Introduces the basics of integer programming, including binary integer programs and constraint strategies.
Optimal Decision Making: Integer Programming
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Covers integer programming, convex hulls, Gomory cutting planes, and branch and bound methods.
Multistage Games: Extensive Form and Feedback Strategies
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Explores multistage games, focusing on extensive form and feedback strategies, including Nash equilibria and backward induction methods.
Approximate Convergence and Optimization
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Explores approximate convergence, optimization theorems, and mirror descent in mathematical algorithms.
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