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» Learning Behavior Models for Hybrid Timed Systems
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CONCUR
2010
Springer
15 years 5 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 6 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 9 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 4 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 9 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...