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Linear Programming Basics
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Related lectures (34)
Optimization: Classical Problems
Covers classical optimization problems, brute force algorithms, and integer linear optimization.
Linear Programming: Weighted Bipartite Matching
Covers linear programming, weighted bipartite matching, and vertex cover problems in optimization.
Hedging for LPs
Covers the concept of hedging for Linear Programs and the simplex method, focusing on minimizing costs and finding optimal solutions.
Linear Constraints: Polyhedron
MOOC: Optimization: principles and algorithms - Linear optimization
Explains linear constraints and the concept of a polyhedron in optimization problems.
Linear Constraints: Basic Solutions
MOOC: Optimization: principles and algorithms - Linear optimization
Explores basic solutions in linear constraints and the equivalence with vertices.
Unweighted Bipartite Matching
Introduces unweighted bipartite matching and its solution using linear programming and the simplex method.
The transhipment problem: Total unimodularity
MOOC: Optimization: principles and algorithms - Network and discrete optimization
Covers the transhipment problem, optimal solutions, and total unimodularity in matrices.
Linear Constraints and Vertices
MOOC: Optimization: principles and algorithms - Linear optimization
Explores the significance of vertices in optimization and outlines a method to identify them using linear algebra.
Simplex Algorithm: Solution on a Vertex
MOOC: Optimization: principles and algorithms - Linear optimization
Explores the simplex algorithm and how optimal solutions can be found on vertices of constraint polyhedra.
Solving Linear Programs: SIMPLEX Method
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Explains the SIMPLEX method for solving linear programs and optimizing the solution through basis variable manipulation.
Optimization Problems: Path Finding and Portfolio Allocation
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Covers optimization problems in path finding and portfolio allocation.
Linear Programming Basics
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Covers the basics of linear programming, defining corners, extreme points, and feasible solutions within polyhedrons.
Linear Programming Duality
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Explores Linear Programming Duality, covering weak duality, strong duality, Lagrange multipliers interpretation, and optimization constraints.
Convex Polyhedra and Linear Programs
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Explores convex polyhedra, linear programs, and their optimization importance.
Simplex Algorithm: Basics
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Introduces the Simplex algorithm for solving flow problems and handling negative cost cycles.
Initial BFS
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Explores finding the initial Basic Feasible Solution (BFS) in a linear program.
Simplex Algorithm: Exercises & Interpretation
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Covers exercises on the Simplex Algorithm, optimizing solutions subject to linear constraints.
Linear Optimization: Fundamentals
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Covers the basics of linear optimization, including equations, polyhedrons, feasible directions, and optimal solutions.
Optimal Decision Making: Sensitivity Analysis
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Covers sensitivity analysis in linear programming, focusing on optimal solutions and their sensitivities to changes.
Linear Programming: Extreme Points
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Explores extreme points in linear programming and the role of constraints in finding optimal solutions.
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