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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

The Hidden Wisdom:Artificial Intelligence in Computer Games

Presenter: Michelle Su

Advisor: Dr. Gestwicki

outline
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

introduction
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

academic ai and game ai
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

academic ai and game ai cont
Academic AI and Game AI (Cont.)
  • Game AI:
    • Fun and believable
    • Limited resource
    • Game dependent

The Hidden Wisdom: Artificial Intelligence in Computer Games

game genres and ai
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

chess card and puzzle games
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

action games
Action Games
  • Role of AI:
    • Real-Time Tactical opponents
    • Partners
  • AI Techniques:
    • Path-finding
    • Flocking

The Hidden Wisdom: Artificial Intelligence in Computer Games

half life 2
Half-Life 2

The Hidden Wisdom: Artificial Intelligence in Computer Games

role playing games rpgs
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

baldur s gate ii
Baldur’s Gate II

The Hidden Wisdom: Artificial Intelligence in Computer Games

world of warcraft
World of Warcraft

The Hidden Wisdom: Artificial Intelligence in Computer Games

adventure games
Adventure Games
  • Role of AI:
    • Support Characters
  • AI Techniques:
    • Path-finding
    • Finite State Machine

The Hidden Wisdom: Artificial Intelligence in Computer Games

blade runner
Blade Runner

The Hidden Wisdom: Artificial Intelligence in Computer Games

strategy games
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

civilization iv
Civilization IV

The Hidden Wisdom: Artificial Intelligence in Computer Games

simulation games
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

black white
Black & White

The Hidden Wisdom: Artificial Intelligence in Computer Games

sports games
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

madden nfl 06
Madden NFL ‘06

The Hidden Wisdom: Artificial Intelligence in Computer Games

a life
A-Life
  • Role of AI:
    • Units
    • Creatures
  • AI Techniques:
    • Flocking
    • Path-finding
    • Fuzzy Logic
    • Genetic Algorithms

The Hidden Wisdom: Artificial Intelligence in Computer Games

conway s game of life
Conway’s Game of Life

The Hidden Wisdom: Artificial Intelligence in Computer Games

interesting projects
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

holy grails
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

future researches
Future Researches
  • NPCs’ learning abilities
  • NPCs’ human-like behaviors
  • Employment on AI education

The Hidden Wisdom: Artificial Intelligence in Computer Games

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