MASSON: Discovering Commonalities in Collection of Objects using Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8110
- @InProceedings{ryu:1996:MASSON,
-
author = "Tae-Wan Ryu and Christoph F. Eick",
-
title = "MASSON: Discovering Commonalities in Collection of
Objects using Genetic Programming",
-
booktitle = "Genetic Programming 1996: Proceedings of the First
Annual Conference",
-
editor = "John R. Koza and David E. Goldberg and
David B. Fogel and Rick L. Riolo",
-
year = "1996",
-
month = "28--31 " # jul,
-
keywords = "genetic algorithms, genetic programming",
-
pages = "200--208",
-
address = "Stanford University, CA, USA",
-
publisher = "MIT Press",
-
broken = "http://www.cs.uh.edu/~twryu/papers/gp96.ps",
-
size = "9 pages",
-
abstract = "For the current flood of data, automatic tools for
searching or analyzing data are necessary, especially
for complex databases. Accordingly, knowledge discovery
in databases is getting more and more attention. This
paper centers on the problem of discovering the common
characteristics that are shared by a set of objects
belonging to an object-oriented database. In our
approach, commonalities within a set of objects are
described by object-oriented queries that compute this
set of objects. The paper discusses the architecture of
a knowledge discovery system, called MASSON, which
employs genetic programming to find such queries, and
presents an example run of the system to illustrate how
the system works; we will show how interesting queries
that describe commonalities within a set of objects are
automatically generated, modified, evaluated, and
selected; we will also discuss how the search for the
{"}best{"} query is conducted by the MASSON system.
Specific problems such as the generation of constants
in queries, how to cope with type violations and other
constraints when creating object-oriented queries, and
query evaluation are discussed in some detail.",
-
URL = "http://cognet.mit.edu/sites/default/files/books/9780262315876/pdfs/9780262315876_chap24.pdf",
-
URL = "http://cognet.mit.edu/library/books/view?isbn=0262611279",
-
notes = "GP-96",
- }
Genetic Programming entries for
Tae-Wan Ryu
Christoph F Eick
Citations