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Probabilities and Simulations in Poker
Contents
Contents
List of Figures
List of Tables
Introduction
Why games?
Why poker?
Thesis contributions
Poker
A poker game
Texas Hold'em
Other work in computer poker
Findler's work
Machine learning
Koller and Pfeffer's work
Bayesian poker
Summary
Loki-1
Architecture
Betting strategy
Preflop expert system
Postflop
Opponent modeling
Representation
Reweighting process
Modifications to Loki-1
Summary
Probability triples
Probability triple generation function
Using probability triples
As a betting strategy
As a reweighting factor
Experiments
Design
Results
Summary
Selective sampling simulation
How simulation works
Dealing cards out
Experiments
Comments about selective
sampling simulation
Advantages
Simulation trade-offs
Comparison with alpha-beta
Summary
Other examples of selective sampling simulation
Belief networks
Games
Backgammon
Bridge
Scrabble
Conclusions and future work
Bibliography
Table of Abbreviations
Lourdes Pena
1999-09-10