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Published byAubrey O’Neal’ Modified over 8 years ago
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Artificial WINtelligence By: Jamaal Alleyne, C. Barrett Ames, Daniel Sullivan
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Problem Statement & Motivation Problem Statement Project Scope Project Objective Deliverables Behaviors Technical Requirements Limitations & Constraints
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Input/Output Specification 0 = Game Initialization (followed by 3+Nx*Ny Integers) – Total Time available – Board Size – List of cell Status Numbers 1 = Request Move (followed by 1 integer) – Remaining time 2 = Opponent Move – Start Cell – End Cell 3 = Error 4 = End Game Input (Managed Via stdin)Output (Managed Via stdout) 0 = Move (followed by 3+2NIntegers) – Number of Hops – Start Cell Coordinates – If N>1, list coordinates of N-1 intermediate cells – End Cell Coordinate
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Background Reading Artificial Intelligence: A Modern Approach Stuart RusselPeter Norvig
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General Approach Where’s The AI? Adversarial Search Minimax algorithm Alpha-Beta pruning Real-Time Imperfect Decisions Reinforcement Learning Passive Learn utility functions for minimax
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System Architecture Input System – Data Structure, API Learning System – Dependent Goal System – Build correct plans, dependent Output System – Independent, API
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Evaluation Plans “Toy” Task: successfully move pieces to the other side of the board “Hard” Task: defeat a human player Possible evaluation metrics include the degree of grouping, efficiency measured as the number of jumps, and the number of moves needed to reach the goal state
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Schedule Agile Programming – Individual sections due by Sunday September 11 th 1:00pm – Presentation and revisions done by Monday September 12 th 10:00pm – Preliminary proposal due September 13th 2011revisions done by Thursday September 15th at 10:00pm – Final proposal due September 16th 2011 – Agree upon API for I/O September 20 th – Create data structure using built-ins for java September 23 rd 10:00pm – Create output action functions with unit tests - Sept 23 rd 10:00pm – Create Opening moves system with unit tests - Sept 23 rd 10:00pm – Internal Code review / Performance Tests
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