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ICML
2008
IEEE
16 years 6 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
16 years 9 days 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 10 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
16 years 6 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»
15 years 4 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