Simplex Algorithm

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Explores the Stein algorithm for polynomial identity testing and the minimization of a cut problem.

Explores Prim's algorithm for minimum spanning trees and introduces the Traveling Salesman Problem.

Covers graphical models for probabilistic distributions using graphs, nodes, and edges.

Focuses on fixed points in graph theory and their implications in algorithms and analysis.

Explores practical aspects of solving parity games, including winning strategies, algorithms, complexity, determinism, and heuristic approaches.

Covers graph algorithms, modeling relationships between objects, and traversal techniques like BFS and DFS.

Covers search algorithms, focusing on abductive reasoning and heuristic search strategies.

Explores Breadth-First Search and Dijkstra's algorithm for finding shortest paths in graphs.

Explores optimization methods, including unconstrained problems, linear programming, and heuristic approaches.

Covers the KKT conditions for optimization with constraints, essential for solving constrained optimization problems efficiently.