(Enter summary)
Abstract: . Crossover may achieve the fast combination of performant
building blocks ; but as a counterpart, crossover may as well break a
newly discovered building block. We propose to use inductive learning
to control such disruptive effects of crossover. The idea is to periodically
gather some examples of crossovers, labelled as "good" or
"bad" crossovers according to their effects on the current population.
From these examples, inductive learning builds rules characterizing the
crossover quality.... (Update)
Context of citations to this paper: More
...Hartmut, 355] Schmitt, Lawrence J. 230] Schnecke, V. 423] Schnier, T. 40] Schober, Andreas, 686] Schoenauer, Marc, [159, 663, 217] Schoenmakers, P. J. 770] Sch o el, U. 791] Sch oneburg, E. 797] Schoof, Jochen, 399] Schraudolph, Nicol N. 113, 114, 549]...
.... are used in [MHI96,BMK96] In addition, there are numerous new flexible ideas: e.g. adaptation of evolutionary operators is presented in [SS94,Her96] the programming language RPL2 ( SR94] uses models of structured populations, and several hybrid algorithms as combinations of...
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BibTeX entry: (Update)
M.Sebag & M.Schoenauer 1994 "Controlling Crossover through Inductive Learning" in [18] pp 209-218 http://citeseer.ist.psu.edu/sebag94controlling.html More
@inproceedings{ sebag94controlling,
author = "Mich\`ele Sebag and Marc Schoenauer",
title = "Controlling Crossover through Inductive Learning",
booktitle = "{P}arallel {P}roblem {S}olving from {N}ature -- {PPSN {III}}",
publisher = "Springer",
address = "Berlin",
editor = "Yuval Davidor and Hans-Paul Schwefel and Reinhard M{\"a}nner",
pages = "209--218",
year = "1994",
url = "citeseer.ist.psu.edu/sebag94controlling.html" }
Citations (may not include all citations):
1931
Adaptation in natural and artificial systems (context) - Holland - 1975
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optimization and machine learning (context) - Goldberg, in - 1989
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A theory and methodology of inductive learning (context) - Michalski - 1983
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