- author = "Una-May O'Reilly and Franz Oppacher",
- title = "The Troubling Aspects of a Building Block Hypothesis for Genetic Programming",
- booktitle = "Foundations of Genetic Algorithms 3",
- year = "1994",
- editor = "L. Darrell Whitley and Michael D. Vose",
- pages = "73--88",
- address = "Estes Park, Colorado, USA",
- publisher_address = "San Francisco, CA, USA",
- month = "31 " # jul # "--2 " # aug,
- organisation = "International Society for Genetic Algorithms",
- publisher = "Morgan Kaufmann",
- note = "Published 1995",
- keywords = "genetic algorithms, genetic programming",
-
URL = "
http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.47.4248&rep=rep1&type=pdf",
-
URL = "
http://citeseer.ist.psu.edu/cache/papers/cs/163/http:zSzzSzwww.ai.mit.eduzSzpeoplezSzunamayzSzpaperszSzfoga.pdf/oreilly92troubling.pdf",
-
URL = "http://citeseer.ist.psu.edu/oreilly92troubling.html",
-
DOI = "
doi:10.1016/B978-1-55860-356-1.50008-X",
- ISBN = "1-55860-356-5",
- size = "16 pages",
-
abstract = "In this paper we carefully formulate a Schema Theorem
for Genetic Programming (GP) using a schema definition
that accounts for the variable length and the
non-homologous nature of GP's representation. In a
manner similar to early GA research, we use
interpretations of our GP Schema Theorem to obtain a GP
Building Block definition and to state a ``classical''
Building Block Hypothesis (BBH): that GP searches by
hierarchically combining building blocks. We report
that this approach is not convincing for several
reasons: it is difficult to find support for the
promotion and combination of building blocks solely by
rigourous interpretation of a GP Schema Theorem; even
if there were such support for a BBH, it is empirically
questionable whether building blocks always exist
because partial solutions of consistently above average
fitness and resilience to disruption are not assured;
also, a BBH constitutes a narrow and imprecise account
of GP search behaviour.
",
-
notes = "FOGA-3 An early version of this paper is an SFI
Technical Report (see \cite{OReilly:1992:tabbGP}). The
paper was accepted to a conference called ``Foundations
of Genetic Algorithms III''. It was presented at the
conference in Estes Park, Co, in July of 1993 (1994?)
and the latest version will appear in proceedings
forthcoming this year.
Presents a schema theorem for genetic programming based on analogy with Holland's ST. Definition of schema more general than Koza's (in Koza:book). Also delvelops building block hyposthesis (again using analogy with linear GA's). Then comprehensively trashes them both! Some arguments against them apply equally well to linear (bit string) GAs.
Chapter 4 of U.M. O'Reilly's PhD thesis \cite{OReilly:thesis} is similar to this paper. Pages 192-196 of Chapter 7 summarize the results.",
