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ICML
2008
IEEE
15 years 10 months ago
An analysis of linear models, linear value-function approximation, and feature selection for reinforcement learning
We show that linear value-function approximation is equivalent to a form of linear model approximation. We then derive a relationship between the model-approximation error and the...
Ronald Parr, Lihong Li, Gavin Taylor, Christopher ...
IPPS
2008
IEEE
15 years 3 months ago
Formal modeling and analysis of real-time resource-sharing protocols in Real-Time Maude
This paper presents general techniques for formally modeling, simulating, and model checking real-time resource-sharing protocols in Real-Time Maude. The “scheduling subset” o...
Peter Csaba Ölveczky, Pavithra Prabhakar, Xue...
ICPP
1999
IEEE
15 years 1 months ago
New Delay Analysis in High Speed Networks
The implementation of bounded-delay services over integrated services networks relies admission control mechanisms that in turn use end-to-end delay computation algorithms. For gu...
Chengzhi Li, Riccardo Bettati, Wei Zhao
ICML
2005
IEEE
15 years 10 months ago
A theoretical analysis of Model-Based Interval Estimation
Several algorithms for learning near-optimal policies in Markov Decision Processes have been analyzed and proven efficient. Empirical results have suggested that Model-based Inter...
Alexander L. Strehl, Michael L. Littman
JSS
2008
122views more  JSS 2008»
14 years 8 months ago
Traffic-aware stress testing of distributed real-time systems based on UML models using genetic algorithms
This report presents a model-driven, stress test methodology aimed at increasing chances of discovering faults related to network traffic in Distributed Real-Time Systems (DRTS). T...
Vahid Garousi, Lionel C. Briand, Yvan Labiche