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169
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PERCOM
2010
ACM
15 years 2 months ago
ReSCo: A middleware component for Reliable Service Composition in pervasive systems
Abstract—Service composition schemes create high-level application services by combining several basic services. Service composition schemes for dynamic, open systems, such as th...
Brent Lagesse, Mohan Kumar, Matthew Wright
154
Voted
PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
15 years 2 months ago
Laplacian Spectrum Learning
Abstract. The eigenspectrum of a graph Laplacian encodes smoothness information over the graph. A natural approach to learning involves transforming the spectrum of a graph Laplaci...
Pannagadatta K. Shivaswamy, Tony Jebara
133
Voted
PKDD
2010
Springer
122views Data Mining» more  PKDD 2010»
15 years 2 months ago
Exploration in Relational Worlds
Abstract. One of the key problems in model-based reinforcement learning is balancing exploration and exploitation. Another is learning and acting in large relational domains, in wh...
Tobias Lang, Marc Toussaint, Kristian Kersting
141
Voted
PKDD
2010
Springer
129views Data Mining» more  PKDD 2010»
15 years 2 months ago
Smarter Sampling in Model-Based Bayesian Reinforcement Learning
Abstract. Bayesian reinforcement learning (RL) is aimed at making more efficient use of data samples, but typically uses significantly more computation. For discrete Markov Decis...
Pablo Samuel Castro, Doina Precup
151
Voted
PPSN
2010
Springer
15 years 2 months ago
Improved Dynamic Lexicographic Ordering for Multi-Objective Optimisation
Abstract. There is a variety of methods for ranking objectives in multiobjective optimization and some are difficult to define because they require information a priori (e.g. esta...
Juan Pedro Castro Gutiérrez, Dario Landa-Si...
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