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The Hidden Wisdom: Artificial Intelligence in Computer Games. Presenter: Michelle Su Advisor: Dr. Gestwicki. Outline. Introduction Academic AI and Game AI Game Genres and AI Interesting Projects Holy Grails Further Researches. Introduction. What is game AI?

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The Hidden Wisdom:Artificial Intelligence in Computer Games

Presenter: Michelle Su

Advisor: Dr. Gestwicki


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Outline

  • Introduction

  • Academic AI and Game AI

  • Game Genres and AI

  • Interesting Projects

  • Holy Grails

  • Further Researches

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Introduction

  • What is game AI?

    • Techniques to produce the illusion of intelligence in the behavior of non-player characters (NPCs)

  • Why should we care about game AI?

    • Fun

    • The next Big Thing

    • Environment for AI research

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Academic AI and Game AI

  • Different animals

  • Academic AI:

    • Cognitive Science

    • Expert Systems

    • Machine Learning

    • Natural Language Processing

    • Reasoning

    • Robots

    • Vision

    • Etc.

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Academic AI and Game AI (Cont.)

  • Game AI:

    • Fun and believable

    • Limited resource

    • Game dependent

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Game Genres and AI

  • Chess, Card, and Puzzle Games

  • Action Games

  • Role-Playing Games (RPGs)

  • Adventure Games

  • Strategy Games

  • Simulation Games (God games)

  • Sports Games

  • A-Life

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Chess, Card and Puzzle Games

  • Role of AI:

    • Tactical opponents

  • AI Techniques:

    • Game tree

    • Neural Network

  • Examples:

    • Deep Blue

    • 20Q

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Action Games

  • Role of AI:

    • Real-Time Tactical opponents

    • Partners

  • AI Techniques:

    • Path-finding

    • Flocking

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Half-Life 2

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Role-Playing Games (RPGs)

  • Role of AI:

    • Tactical Opponents

    • Partners/Pets

    • Support Characters

  • AI Techniques:

    • Path-finding

    • Finite State Machine

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Baldur’s Gate II

The Hidden Wisdom: Artificial Intelligence in Computer Games


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World of Warcraft

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Adventure Games

  • Role of AI:

    • Support Characters

  • AI Techniques:

    • Path-finding

    • Finite State Machine

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Blade Runner

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Strategy Games

  • Role of AI:

    • Units

    • Tactical Opponents

  • AI Techniques:

    • Flocking

    • Path-finding

    • Finite State Machine

    • Bayesian Networks

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Civilization IV

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Simulation Games

  • Role of AI:

    • Units

    • Creatures

  • AI Techniques:

    • Finite State Machine

    • Decision Tree

    • Path-finding

    • Flocking

    • Neural Network

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Black & White

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Sports Games

  • Role of AI:

    • Units

    • Strategic opponent

    • Commentator

  • AI Techniques:

    • Flocking

    • Path-finding

    • Finite State Machine

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Madden NFL ‘06

The Hidden Wisdom: Artificial Intelligence in Computer Games


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A-Life

  • Role of AI:

    • Units

    • Creatures

  • AI Techniques:

    • Flocking

    • Path-finding

    • Fuzzy Logic

    • Genetic Algorithms

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Conway’s Game of Life

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Interesting Projects

  • Sugarscape (A-Life)

    • Simulation of social interactions

    • Study the mystery of the collapse of an Indian tribe

  • Boids (Flocking)

    • Life-like group behavior

  • Gameai.com

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Holy Grails

  • Non-Player Character’s abilities to

    • Recognize natural language

    • Learn

    • Adjust the progress

    • React emotionally

The Hidden Wisdom: Artificial Intelligence in Computer Games


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Future Researches

  • NPCs’ learning abilities

  • NPCs’ human-like behaviors

  • Employment on AI education

The Hidden Wisdom: Artificial Intelligence in Computer Games