On Role of Implicit Interaction and Explicit Communications in Emergence of Social Behavior in Continuous Predators-Prey Pursuit Problem
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gp-bibliography.bib Revision:1.8010
- @InProceedings{Tanev:2003:gecco,
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author = "Ivan Tanev and Katsunori Shimohara",
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title = "On Role of Implicit Interaction and Explicit
Communications in Emergence of Social Behavior in
Continuous Predators-Prey Pursuit Problem",
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booktitle = "Genetic and Evolutionary Computation -- GECCO-2003",
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editor = "E. Cant{\'u}-Paz and J. A. Foster and K. Deb and
D. Davis and R. Roy and U.-M. O'Reilly and H.-G. Beyer and
R. Standish and G. Kendall and S. Wilson and
M. Harman and J. Wegener and D. Dasgupta and M. A. Potter and
A. C. Schultz and K. Dowsland and N. Jonoska and
J. Miller",
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year = "2003",
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pages = "74--85",
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address = "Berlin",
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publisher = "Springer-Verlag",
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publisher_address = "Berlin",
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month = "12-16 " # jul,
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volume = "2723",
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series = "LNCS",
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isbn13 = "978-3-540-40602-0",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1007/3-540-45105-6_7",
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abstract = "We present the result of our work on use of genetic
programming for evolving social behaviour of agents
situated in inherently cooperative environment. We use
predators-prey pursuit problem to verify our hypothesis
that relatively complex social behavior may emerge from
simple, implicit, locally defined, and therefore,
robust and highly-scalable interactions between the
predator agents. We propose a proximity perception
model for the predator agents where only the relative
bearings and the distances to the closest predator
agent and to the prey are perceived. The instance of
the problem we consider is more realistic than commonly
discussed in that the world, the sensory and moving
abilities of agents are continuous; and the sensors of
agents feature limited range of 'visibility'. The
results show that surrounding behaviour, evolved using
proposed strongly typed genetic programming with
exception handling (STGPE) emerges from local, implicit
and proximity-defined interactions between the predator
agents in both cases when multi-agents systems
comprises (i) partially inferior predator agents (with
inferior moving abilities and superior sensory
abilities) and with (ii) completely inferior predator
agents. In the latter case the introduction of
short-term memory and explicit communication
contributes to the improvement of performance of
STGPE.",
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notes = "GECCO-2003. A joint meeting of the twelfth
International Conference on Genetic Algorithms
(ICGA-2003) and the eighth Annual Genetic Programming
Conference (GP-2003)",
- }
Genetic Programming entries for
Ivan T Tanev
Katsunori Shimohara
Citations