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» Learning Character Behaviors Using Agent Modeling in Games
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144
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ATAL
2006
Springer
15 years 7 months ago
Learning executable agent behaviors from observation
We present a method for learning a human understandable, executable model of an agent's behavior using observations of its interaction with the environment. By executable we ...
Andrew Guillory, Hai Nguyen, Tucker R. Balch, Char...
125
Voted
ATAL
2005
Springer
15 years 9 months ago
Automatic computer game balancing: a reinforcement learning approach
Designing agents whose behavior challenges human players adequately is a key issue in computer games development. This work presents a novel technique, based on reinforcement lear...
Gustavo Andrade, Geber Ramalho, Hugo Santana, Vinc...
114
Voted
IVA
2009
Springer
15 years 10 months ago
Evaluating Adaptive Feedback in an Educational Computer Game
In this paper, we present a study to evaluate the impact of adaptive feedback on the effectiveness of a pedagogical agent for an educational computer game. We compare a version of ...
Cristina Conati, Micheline Manske
JAIR
2008
119views more  JAIR 2008»
15 years 3 months ago
A Multiagent Reinforcement Learning Algorithm with Non-linear Dynamics
Several multiagent reinforcement learning (MARL) algorithms have been proposed to optimize agents' decisions. Due to the complexity of the problem, the majority of the previo...
Sherief Abdallah, Victor R. Lesser
104
Voted
ICS
2010
Tsinghua U.
16 years 1 months ago
Circumventing the Price of Anarchy: Leading Dynamics to Good Behavior
: Many natural games can have a dramatic difference between the quality of their best and worst Nash equilibria, even in pure strategies. Yet, nearly all work to date on dynamics s...
Maria-Florina Balcan, Avrim Blum, Yishay Mansour