Genetic Programming: A Review of Some Concerns
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Bhattacharya:2001:GPR,
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author = "Maumita Bhattacharya and Baikunth Nath",
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title = "Genetic Programming: {A} Review of Some Concerns",
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volume = "2074",
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pages = "1031--1040",
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year = "2001",
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booktitle = "Proceedings of International Conference Computational
Science Part~II - ICCS 2001",
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editor = "V. N. Alexandrov and J. J. Dongarra and
B. A. Juliano and R. S. Renner and C. J. Kenneth Tan",
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series = "Lecture Notes in Computer Science",
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address = "San Francisco, CA, USA",
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month = may # " 28-30",
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publisher = "Springer",
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note = "Late Submissions",
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keywords = "genetic algorithms, genetic programming, bloat",
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CODEN = "LNCSD9",
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ISSN = "0302-9743",
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isbn13 = "978-3-540-42233-4",
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bibdate = "Sat Feb 2 13:04:30 MST 2002",
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DOI = "doi:10.1007/3-540-45718-6_109",
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acknowledgement = ack-nhfb,
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size = "10 pages",
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abstract = "Genetic Programming (GP) is gradually being accepted
as a promising variant of Genetic Algorithm (GA) that
evolves dynamic hierarchical structures, often
described as programs. In other words GP seemingly
holds the key to attain the goal of 'automated program
generation'. However one of the serious problems of GP
lies in the 'code growth' or 'size problem' that occurs
as the structures evolve, leading to excessive pressure
on system resources and unsatisfying convergence.
Several researchers have addressed the problem.
However, absence of a general framework and physical
constraints, viz, infinitely large resource
requirements have made it difficult to find any generic
explanation and hence solution to the problem. This
paper surveys the major research works in this
direction from a critical angle. Overview of a few
other major GP concerns is covered in brief. We
conclude with a general discussion on code growth and
other critical aspects of GP techniques, while
attempting to highlight on future research directions
to tackle such problems.",
- }
Genetic Programming entries for
Maumita Bhattacharya
Baikunth Nath
Citations