(Enter summary)
Abstract: Classifier induction is a specific data-mining task that is part of the
knowledge discovery process. Its objectives are to extract accurate, comprehensible
and interesting knowledge. However, most classifier induction approaches
focus only on one of these objectives. This paper introduces a Multi-Objective
Evolutionary Rule Base Induction System (MERBIS) that is capable of optimising
both, accuracy and comprehensibility objectives at the same time. We investigate
different parameter sets... (Update)
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BibTeX entry: (Update)
Christian Setzkorn and Ray C. Paton. MERBIS - A Multi-Objective Evolutionary Rule Base Induction System. Technical Report ULCS-03-016, University of Liverpool, 2003. http://citeseer.ist.psu.edu/setzkorn03merbis.html More
@misc{ setzkorn03merbis,
author = "C. Setzkorn and R. Paton",
title = "MERBIS - A Multi-Objective Evolutionary Rule Base Induction System",
text = "Christian Setzkorn and Ray C. Paton. MERBIS - A Multi-Objective Evolutionary
Rule Base Induction System. Technical Report ULCS-03-016, University of
Liverpool, 2003.",
year = "2003",
url = "citeseer.ist.psu.edu/setzkorn03merbis.html" }
Citations (may not include all citations):
2177
programs for machine learning (context) - Quinlan - 1994
574
Pattern Classification (context) - Duda, Hart et al. - 2000
526
Information and Control (context) - Zadeh - 1965
512
Density estimation for statistics and data analysis (context) - Silverman - 1999
471
Genetic programming
- Koza - 1998
291
Computer Systems That Learn (context) - Weiss, Kulikowski - 1991
154
Optimization of control parameters for genetic algorithms (context) - Grefenstette - 1986
110
Multi-Objective Optimization using Evolutionary Algorithms (context) - Deb - 2001
101
Multiobjective evolutionary algorithms: A comparative case s..
- Zitzler, Thiele - 1999
91
Artificial Intelligence: A Modern Approach (context) - Russell, Norvig - 1994
81
Genetic Programming : An Introduction - On the Automatic Evo.. (context) - Banzhaf, Nordin et al. - 1998
75
The meaning and use of the area under a receiver operating c.. (context) - Hanley, McNeil - 1982
54
the origin of species by means of natural selection (context) - Darwin
53
The use of the area under the roc curve in the evaluation of.. (context) - Bradley - 1997
46
From data mining to knowledge discovery in databases
- Fayyad, Piatetsky-Shapiro et al. - 1996
45
An analysis of the behaviour of a class of genetic adaptive .. (context) - De Jong - 1975
42
Spea2: Improving the strength pareto evolutionary algorithm
- Zitzler, Laumanns et al. - 2001
30
A statistical perspective on knowledge discovery in database..
- IV, Pregibon - 1996
27
Converting a rule-based expert system into a belief network
- Korver, Lucas - 1993
24
Adapting crossover in evolutionary algorithms
- Spears - 1995
20
and training time of thirty-three old and new classification.. (context) - Lim, Loh et al. - 2000
20
Statistical Methods for Psychology (context) - Howell - 1996
20
Machine learning and data mining : methods and applications (context) - Michalski, Bratko et al. - 1998
17
On metrics for comparing non-dominated sets
- Knowles, Corne - 2002
16
A representation for the adaptive generation of simple seque.. (context) - Cramer - 1985
15
Reduced complexity rule induction (context) - Weiss, Indurkhya - 1991
12
Comprehensible knowledge discovery in databases
- Pazzani, Mani et al. - 1997
12
A study of control parameters affecting online performance o.. (context) - Schaffer, Carana et al. - 1989
11
A learning system based on genetic algorithm (context) - Smith - 1980
11
Data Mining and Knowledge Discovery With Evolutionary Algori.. (context) - Freitas - 2002
11
Artificial Intelligence Review (context) - Furnkranz, learning - 1999
10
Rl4: A tool for knowledge-based induction (context) - Clearwater, Provost - 1990
7
A proposal on reasoning methods in fuzzy rule-based classifi..
- Cordon, Jesus et al. - 1999
7
Optimization and interpretation of rule-based classifiers
- Duch, Jankowski et al. - 2000
7
Fuzzy Set Theory: Foundations and Applications (context) - Klir, Clair et al. - 1997
6
Discovering interesting patterns for investment decision mak..
- Dhar, Chou et al. - 2000
5
Archiving with guaranteed convergence and diversity in multi..
- Laumanns, Thiele et al. - 2002
5
Data mining with decision trees and decision rules
- Apte, Weiss - 1997
5
and density based selection in evolutionary multi-objective .. (context) - Laumanns, Zitzler et al. - 2001
4
A simple generalization of the area under the roc curve for .. (context) - Hand, Till - 2001
4
Three-objective genetics-based machine learning for linguist.. (context) - Ishibuchi, Nakashima et al. - 2001
3
Evolutionary algorithms (context) - Freitas - 2000
3
International Thomson Computer Press (context) - Davis, Genetic - 1991
3
Parameter control in evolutionary algorithms (context) - Eiben, Hinterding et al. - 1999
3
Heidelberg : Physica-Verlag (context) - Kuncheva, design - 2000
2
Analyzing borders between partially contradicting fuzzy clas..
- Nurnberger, Klose et al. - 2000
2
Why quality assessment of multiobjective optimizers is diffi..
- Zitzler, Laumanns et al. - 2002
2
Artificial Intelligence in Medicine (context) - Steimann, theory - 1997
2
Knowledge visualization techniques for machine learning (context) - Humphrey, Cunningham et al. - 1998
2
An adaptive divide-and-conquer methodology for evolutionary .. (context) - Purshouse, Fleming - 2003
1
Presented at the 2001 IEEE International Conference on Data .. (context) - Fawcett, sets et al. - 2001
1
my dear watson - investigating committee-based evolution of .. (context) - Bentley - 2000
1
Finding a balance between interpretability and accuracy in f.. (context) - Casillas, Cordon et al. - 2001
1
Interaction effects in factorial analysis of variance (context) - Jaccard - 1998
1
The scalability of javaspaces for the implementation of diff.. (context) - Setzkorn, Paton - 2002
1
the design and analysis of evolutionary algorithms
- Wegener - 2000
1
Applications of evolutionary algorithms (context) - Back, Hoffmeister et al. - 1993
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