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» Learning Behavior Models for Hybrid Timed Systems
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CONCUR
2010
Springer
15 years 7 months ago
Learning I/O Automata
Links are established between three widely used modeling frameworks for reactive systems: the ioco theory of Tretmans, the interface automata of De Alfaro and Henzinger, and Mealy ...
Fides Aarts, Frits W. Vaandrager
EWRL
2008
15 years 8 months ago
Optimistic Planning of Deterministic Systems
If one possesses a model of a controlled deterministic system, then from any state, one may consider the set of all possible reachable states starting from that state and using any...
Jean-François Hren, Rémi Munos
ECML
2004
Springer
15 years 12 months ago
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
Pieter Jan't Hoen, Karl Tuyls
IJON
2008
101views more  IJON 2008»
15 years 6 months ago
Learning dynamics and robustness of vector quantization and neural gas
Various alternatives have been developed to improve the Winner-Takes-All (WTA) mechanism in vector quantization, including the Neural Gas (NG). However, the behavior of these algo...
Aree Witoelar, Michael Biehl, Anarta Ghosh, Barbar...
CODES
2002
IEEE
15 years 11 months ago
Worst-case performance analysis of parallel, communicating software processes
In this paper we present a method to perform static timing analysis of SystemC models, that describe parallel, communicating software processes.The paper combines a worstcase exec...
Axel Siebenborn, Oliver Bringmann, Wolfgang Rosens...