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» Qualitative reinforcement learning
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ECAI
2004
Springer
13 years 11 months ago
Learning Qualitative Metabolic Models
George Macleod Coghill, Simon M. Garrett, Ross D. ...
BIOSTEC
2011
247views Healthcare» more  BIOSTEC 2011»
12 years 7 months ago
Kinetic Models and Qualitative Abstraction for Relational Learning in Systems Biology
Gabriel Synnaeve, Katsumi Inoue, Andrei Doncescu, ...
ICML
2004
IEEE
14 years 8 months ago
Apprenticeship learning via inverse reinforcement learning
We consider learning in a Markov decision process where we are not explicitly given a reward function, but where instead we can observe an expert demonstrating the task that we wa...
Pieter Abbeel, Andrew Y. Ng
ICML
2005
IEEE
14 years 8 months ago
Exploration and apprenticeship learning in reinforcement learning
We consider reinforcement learning in systems with unknown dynamics. Algorithms such as E3 (Kearns and Singh, 2002) learn near-optimal policies by using "exploration policies...
Pieter Abbeel, Andrew Y. Ng
CEC
2010
IEEE
13 years 8 months ago
Learning to overtake in TORCS using simple reinforcement learning
In modern racing games programming non-player characters with believable and sophisticated behaviors is getting increasingly challenging. Recently, several works in the literature ...
Daniele Loiacono, Alessandro Prete, Pier Luca Lanz...