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Abstract: Evolutionary computation in its essense represents a multi-agent competitive probabilistic search. It is useful for solutions of polynomial and hard optimization problems. The solutions found by evolutionary algorithms are not guaranteed to be optimal and evolutionary search is computationally very expensive. Using a generic $-calculus approach to AI, based on process algebras and anytime algorithms, we show that evolutionary search can be considered a special case of $-calculus k\Omega... (Update)
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BibTeX entry: (Update)
Eberbach E., Evolutionary Computation as a MultiAgent Search: A $-Calculus Perspective for its Completeness and Optimality, Proc. 2001. http://citeseer.ist.psu.edu/eberbach01evolutionary.html More
@misc{ eberbach01evolutionary,
author = "E. Eberbach",
title = "Evolutionary Computation as a MultiAgent Search: A $-Calculus Perspective
for its Completeness and Optimality",
text = "Eberbach E., Evolutionary Computation as a MultiAgent Search: A $-Calculus
Perspective for its Completeness and Optimality, Proc. 2001.",
year = "2001",
url = "citeseer.ist.psu.edu/eberbach01evolutionary.html" }
Citations (may not include all citations):854 Information and Computation (context) - Milner, Parrow et al. - 1992 DBLP
782 Artificial Intelligence: A Modern Approach (context) - Russell, Norvig - 1995 DBLP
548 Genetic Algorithms + Data Structures = Evolution Programs (context) - Michalewicz - 1996
402 An Analysis of Time-Dependent Planning (context) - Dean, Boddy - 1988 DBLP
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137 Do the Right Thing: Studies in Limited Rationality (context) - Russell, Wefald - 1991
94 Why Interaction is More Powerful Than Algorithms - Wegner - 1997
93 Reasoning about Beliefs and Actions under Computational Reso.. - Horvitz
81 Operational Rationality through Compilation of Anytime Algor.. - Zilberstein - 1993 ACM DBLP
76 The Polyadic -Calculus: A Tutorial - Milner - 1992
45 Interactive Foundations of Computing - Wegner - 1997 ACM DBLP
13 Coinductive Models of Finite Computing Agents - Wegner, Goldin - 1999 DBLP
8 Calculus: What Matters (context) - Eberbach, Expressiveness
7 Flexible Optimization and Evolution of Underwater Autonomous.. - Eberbach, Brooks et al. - 1999 ACM DBLP
7 A Generic Tool for Distributed AI with Matching as Message P.. (context) - Eberbach - 1997 ACM DBLP
5 SEMAL: A Cost Language Based on the Calculus of Self-modif i.. (context) - Eberbach - 1994
4 Enhancing Genetic Programming by $- calculus (context) - Eberbach
4 Introduction to Evolutionary Computation (context) - Fogel
2 Calculus: Flexible Optimization as Search under Bounded Reso.. (context) - Eberbach - 2000
1 Calculus Bounded Rationality = Process Algebra + Anytime Alg.. (context) - Eberbach - 2001
1 Autonomous Agents and DNA-Based Computing in $-Calculus - Re.. (context) - Eberbach
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