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152
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ML
2002
ACM
133views Machine Learning» more  ML 2002»
15 years 6 months ago
Finite-time Analysis of the Multiarmed Bandit Problem
Reinforcement learning policies face the exploration versus exploitation dilemma, i.e. the search for a balance between exploring the environment to find profitable actions while t...
Peter Auer, Nicolò Cesa-Bianchi, Paul Fisch...
204
Voted
ECML
2005
Springer
16 years 4 days ago
Using Rewards for Belief State Updates in Partially Observable Markov Decision Processes
Partially Observable Markov Decision Processes (POMDP) provide a standard framework for sequential decision making in stochastic environments. In this setting, an agent takes actio...
Masoumeh T. Izadi, Doina Precup
ICALT
2007
IEEE
16 years 28 days ago
Embracing Cognitive Aspects in Web Personalization Environments -- The AdaptiveWeb Architecture
This paper1 presents a Web adaptation and personalization architecture that uses cognitive aspects as its core filtering element. The innovation of the proposed architecture focus...
Panagiotis Germanakos, Nikos Tsianos, Zacharias Le...
OHS
2001
Springer
15 years 11 months ago
INSPIRE: An INtelligent System for Personalized Instruction in a Remote Environment
Abstract. In this paper we present the architecture of an Adaptive Educational Hypermedia System, named INSPIRE. This particular system, throughout its interaction with the learner...
Kyparisia A. Papanikolaou, Maria Grigoriadou, Harr...
MIDDLEWARE
2007
Springer
16 years 22 days ago
Self-* software architectures and component middleware in pervasive environments
George Edwards, Chiyoung Seo, Daniel Popescu, Sam ...