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Abstract: . We are becoming increasingly dependent on large interconnected networks for the control of our resources. One important issue is resource protection strategies in the event of failures and/or attacks. To address this issue we investigated the effectiveness of evolving finite-state machine (FSM) strategies for winning against an adversary in a challenging Competition for Resources simulation. Although preliminary results were promising, unproductive cyclic behavior lowered performance.... (Update)
Context of citations to this paper: More
...we have seen significant speedups. We are also developing another implementation that uses re verification during evolution [17]. Two agents compete in a board game, and one of the agents evolves its strategy to improve it. The key lesson that has been learned from...
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BibTeX entry: (Update)
Spears, W. & Gordon, D. (2000). Evolving finite-state machine strategies for protecting resources. In review. http://citeseer.ist.psu.edu/spears00evolving.html More
@inproceedings{ spears00evolving,
author = "William M. Spears and Diana F. Gordon",
title = "Evolving Finite-State Machine Strategies for Protecting Resources",
booktitle = "International Syposium on Methodologies for Intelligent Systems",
pages = "166-175",
year = "2000",
url = "citeseer.ist.psu.edu/spears00evolving.html" }
Citations (may not include all citations):1931 Adaptation in Natural and Artificial Systems (context) - Holland - 1975
1911 Introduction to Automata Theory (context) - Hopcroft, Ullman - 1979
245 Artificial Intelligence Through Simulated Evolution (context) - Fogel, Owens et al. - 1966
51 Using genetic algorithms for concept learning - De Jong, Spears et al. - 1993
38 Learning models of intelligent agents - Carmel, Markovitch - 1996
29 Evolution as a theme in artificial life: the Genesys/Tracker.. (context) - Jefferson, Collins et al. - 1991
29 the virtues of parameterized uniform crossover - Spears, De Jong - 1991
26 Information Warfare and Security (context) - Denning - 1999
19 Genetic search with approximate function evaluations (context) - Grefenstette, Fitzpatrick - 1985
6 Intelligence Through Simulated Evolution: Forty Years of Evo.. (context) - Fogel - 1999
4 Hunting the hackers (context) - Levy, Stone - 2000
3 Distributed spatial control (context) - Gordon, Spears et al. - 1999
1 Evolution of strategies for resource protection problems - Gordon - 2000
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