Learning tactical human behavior through observation of human performance
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @Article{FGGD06,
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author = "Hans K. G. Fernlund and Avelino J. Gonzalez and
Michael Georgiopoulos and Ronald F. DeMara",
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title = "Learning tactical human behavior through observation
of human performance",
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journal = "IEEE Transactions on Systems, Man and Cybernetics,
Part B",
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volume = "36",
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number = "1",
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month = feb,
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year = "2006",
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pages = "128--140",
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keywords = "genetic algorithms, genetic programming, inference
mechanisms, knowledge representation, learning
(artificial intelligence), software agents,
context-based reasoning, human performance observation,
knowledge acquisition, tactical agent development,
tactical human behavioural learning, tactical knowledge
elicitation, tactical knowledge representation,
Context-based reasoning, human behavioral modeling,
simulation",
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ISSN = "1083-4419",
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URL = "http://www.cal.ucf.edu/journal/j_fernlund_gonzalez_itsmc_04.pdf",
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DOI = "doi:10.1109/TSMCB.2005.855568",
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size = "13 pages",
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abstract = "It is widely accepted that the difficulty and expense
involved in acquiring the knowledge behind tactical
behaviours has been one limiting factor in the
development of simulated agents representing
adversaries and teammates in military and game
simulations. Several researchers have addressed this
problem with varying degrees of success. The problem
mostly lies in the fact that tactical knowledge is
difficult to elicit and represent through interactive
sessions between the model developer and the subject
matter expert. This paper describes a novel approach
that employs genetic programming in conjunction with
context-based reasoning to evolve tactical agents based
upon automatic observation of a human performing a
mission on a simulator. we describe the process used to
carry out the learning. A prototype was built to
demonstrate feasibility and it is described herein. The
prototype was rigorously and extensively tested. The
evolved agents exhibited good fidelity to the observed
human performance, as well as the capacity to
generalise from it.",
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notes = "INSPEC Accession Number:8736964
Dept. of Culture, Dalarna Univ., Borlange, Sweden",
- }
Genetic Programming entries for
Hans Fernlund
Avelino J Gonzalez
Michael Georgiopoulos
Ronald F DeMara
Citations