Evaluating ranking composition methods for multi-objective optimization of knowledge rules

Proceedings - 8th International Conference on Hybrid Intelligent Systems, HIS 2008

Volumn , Issue , 2008, Pages 537-542

  Giusti, Rafael ^a   Batista, Gustavo E A P A ^a   Prati, Ronaldo C ^a  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

EVOLUTIONARY ALGORITHMS; INTELLIGENT CONTROL; INTELLIGENT SYSTEMS; OPTIMIZATION;

CANDIDATE SOLUTIONS; COMPOSITION METHODS; DATA SETS; KNOWLEDGE RULES; MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS; MULTI-OBJECTIVE OPTIMIZATIONS; RESEARCH WORKS; SPECIFIC PROPERTIES;

MULTIOBJECTIVE OPTIMIZATION;

EID: 55349094364     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HIS.2008.154     Document Type: Conference Paper

References (9)

1. A. Asuncion and D. Newman. UCI machine learning repository, 2007.
2. C. Coello Coello. Evolutionary multi-objective optimization: a historical view of the field. Computational Intelligence Magazine, IEEE, 1(1):28-36, 2006.
3. J. Demsar. Statistical comparisons of classifiers over multiple data sets. JMLR, 7:1-30, 2006.
4. A. Freitas. A critical review of multi-objective optimization in data mining: a position paper. ACM SIGKDD Explorations, 6(2):77-86, 2004.
5. H. Ishibuchi and T. Yamamoto. Fuzzy rule selection by multi-objective genetic local search algorithms and rule evaluation measures in data mining. Fuzzy Sets and Systems, 141:59-88, 2004.
6. M. Kendall and J. D. Gibbons. Rank Correlation Methods. Edward Arnold, 1948.
7. N. Lavrač, P. Flach, and B. Zupan. Rule evaluation measures: A unifying view. In ILP'99, pages 174-185. Springer-Verlag, 1999.
8. A. D. Pila, R. Giusti, R. C. Prati, and M. C. Monard. A multi-objective evolutionary algorithm to build knowledge classification rules with specific properties. In HIS. IEEE Computer Society, 2006.
9. W. Romao, A. Freitas, and I. Gimenes. Discovering interesting knowledge from a science & technology database with a genetic algorithm. Applied Soft Computing, 4(2):121-137, May 2004.