7 Learning
On this page you will find links to online information and
resources covering many of the topics mentioned in the chapter.
The links are organized according to which section of the chapter
they are relevant to.
David W. Aha: Machine Learning Page
Association for Uncertainty in Artificial Intelligence (AUAI)
Craig Boutilier's Web Page
Daphne Koller
Machine Learning in Games
C++ Machine-learning Library
Kernel Machines
Machine Learning Network Online Information Service
Machine Learning in Games
7.1 Simulated Learning
7.2 Definitions
References:
[DHS00]
[RN02]
[Mit97]
[HTF01]
[WF99]
[BDI+02]
[Ale02]
[DEdGD04]
[Man03]
7.2.1 Offline Unsupervised Learning
References:
[BM98]
[Tes95]
Ratbag games
Article about supervised learning for Colin McRae's Rally2
Robot Auto Racing Simulator
7.3 Rewards
References:
[LCR03]
7.3.1 Utility
References:
[RN02]
7.4 Remembering
References:
[SB98]
[RN02]
7.4.1 Function Approximation
7.5 Reinforcement Learning
7.5.1 Compass Directions
7.5.2 Waypoints
7.5.3 Transition Model
7.5.4 Convergence
References:
[Mit97]
[SB98]
[DHS00]
[RN02]
[HTF01]
7.5.5 Function Approximation
References:
[Tes95]
[JSJ95]
[Lit96]
[WS97]
[Per02]
[KLM96]
[SJJ94]
Last edited Sun Jul 22 22:25:56 2007
by John Funge.
