Mixed decision trees: Minimizing knowledge representation bias in LCS

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3103, Issue , 2004, Pages 797-809

  Llorà, Xavier ^a   Wilson, Stewart W ^b,c  

^a UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^b Prediction Dynamics   (United States)

^c United States of America   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; DECISION TREES; FORESTRY;

EVOLUTIONARY FRAMEWORK; KNOWLEDGE REPRESENTATION LANGUAGE; LEARNING CLASSIFIER SYSTEM; REAL-WORLD;

KNOWLEDGE REPRESENTATION;

EID: 35048849383     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-24855-2_94     Document Type: Article

References (31)

1. Janikow, C.Z.: A genetic algorithm for optimizing fuzzy decision trees. Proceedings of the Sixth International Conference on Genetic Algorithms (1995) 421-428
2. Kennedy, H., Chinniah, C., Bradbeer, P.V.G., Morss, L.: The construction and evaluation of decision trees: a comparison of evolutionary and concept learning methods. In: Selected Papers from AISB Workshop on Evolutionary Computing, Springer-Verlag (1997) 147-162
3. Ryan, M.D., Rayward-Smith, V.J.: The evolution of decision trees. Genetic Programming 98 (1998) 350-358
4. Folino, G., Pizzuti, C. Spezzano, G.: Genetic programming and simulated annealing: A hybrid method to evolve decision trees. Genetic Programming: Third European Conference (2000) 294-303
5. Tanigawa, T., Zhao, Q.: A study on efficient generation of decision trees using genetic programming. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2000) (2000) 1047-1052
6. Llorà, X., Garrell, J.M.: Evolution of Decision Trees. Forth Catalan Conference on Artificial Intelligence (CCIA'2001) (2001) 115-122
7. Papagelis, A., Kalles, D.: GA Tree: genetically evolved decision trees. 12th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'00) (2000) 203-206
8. Fu, Z., Golden, B., Lele, S., Wasil, E.: A Genetic Algorithm-based Approach for Building Accurate Decision Trees. INFORMS Journal on Computing 15 (2003) 3-22
9. Cantu-Paz, E., Kamath, C.: Using evolutionary algorithms to induce oblique decision trees. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2000) (2000) 1053-1060
10. Llorà, X.: Genetic Based Machine Learning using Fine-grained Parallelism for Data Mining. PhD thesis, Enginyeria i Arquitectura La Salle. Ramon Llull University, Barcelona (February, 2002)
11. Llorà, X., Garrell, J.M.: Knowledge-Independent Data Mining with Fine-Grained Parallel Evolutionary Algorithms. In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2001), Morgan Kaufmann Publishers (2001) 461-168
12. Llorà, X., Garrell, J.M.: Coevolving different knowledge representations with fine-grained parallel learning classifier systems. In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2002), New York, Morgan Kaufmann Publishers (2002) 934-941
13. Brodley, C.E.: Addressing the seletive superiority problem: Automatic algorithm/model class selection. In: Proceedings of the 10th International Conference on Machine Learning, Morgan Kaufmann (1993) 17-24
14. Llorà, X., Garrell, J.M.: Evolving Partially-Defined instances with Evolutionary Algorithms. In: Proceedings of the 18th International Conference on Machine Learning (ICML'2001), Morgan Kauffmann (2001) 337-344
15. Llorà, X., Garrell, J.M.: Prototype induction and attribute selection via evolutionary algorithms. Intelligent Data Analysis 7 (2003) 193-208
16. Quinlan, R.: Induction of decission trees. Machine Learning, Vol. 1, No. 1 (1986) 81-106
17. Breiman, L., Friedman, J., Olshen, R., Stone, C.: Classification and Regression Trees. Wadsworth International Group (1984)
18. Van de Merckt, T.: Decision trees in numerical attribute spaces. In: Proceedings of the 13th Intenational Joint Conference on Artificial Intelligece, Morgan Kaufmann (1993) 1016-1021
19. Jong, K.A.D., Spears, W.M.: Learning Concept Classification Rules using Genetic Algorithms. In: Proceedings of the Twelfth International Conference on Artificial Intelligence IJCAI-91. Volume 2., Morgan Kaufmann (1991) 651-656
20. Quinlan, J.R.: C4.5: programs for machine learning. Morgan Kaufmann (1993)
21. Heath, D., Kasif, S., Salzberg, S.: Learning oblique decision trees. In: Proceedings of the 13th Intenational Joint Conference on Artificial Intelligece, Morgan Kaufmann (1993) 1002-1007
22. Domingos, P.: Rule Induction and Instance-based Learning: A Unified Approach. In: Proceedings of the 14th International Joint Conference on Artificial Intelligence, Morgan Kaufmann (1995) 1226-1232
23. Wettschereck, D.: A hybrid Nearest-Neighbor and Nearest-Hyperrectangle Algorithm. In: Proceedings of the 7th European Conference on Machine Learning, LNAI. Volume 784. (1994) 323-335
24. Aha, D.W., Kibler, D., Albert, M.K.: Instance-based Learning Algorithms. Machine Learning 6 (1991) 37-66
25. Quinlan, J.R.: Induction of decision trees. Machine Learning 1 (1986) 81-106
26. Murthy, S.K., Kasif, S., Salzberg, S.: A system for induction of oblique decision trees. Journal of Artificial Intelligence Research 2 (1994) 1-32
27. Merz, C.J., Murphy, P.M.: UCI Repository for Machine Learning Data-Bases [http://www.ics.uci.edu/∼mlearn/MLRepository.html]. Irvine, CA: University of California, Department of Information and Computer Science (1998)
28. Abbott, D.W.: Combining models to improve classifier accuracy and robustness. In: Proceedings of Second International Conference on Information Fusion. (1999) 289-295
29. Dietterich, T.G.: Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms. Neural Computation 10 (1998) 1895-1924
30. Goldberg, D.E.: Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley, Reading, Mass. (1989)
31. Goldberg, D.E.: The Design of Innovation: Lessons from and for Competent Genetic Algorithms. Kluwer Academic Publishers, Norwell, MA (2002)