fa25-cs540 cs540
Lecture 22: Games II Lecture 22: Games II
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Games I Review
The Tragedy of the Commons
Finding the Nash Equilibrium
The Tragedy
Sequential-Move Games
II-Nim: Example Game
Game Tree Construction
Minimax Algorithm
Algorithm
Complexity Analysis
Alpha-Beta Pruning
Key Idea
Algorithm
Effectiveness
Minimax with Heuristics
Algorithm with Depth Limit
Heuristic Evaluation Functions
Advanced Topics
Monte Carlo Tree Search (MCTS)
Extensive Form to Normal Form
Minimax in Matrix Normal Form
Practice Problems
Key Takeaways
Suggested Reading