Feature construction and dimension reduction using genetic programming

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

Volumn 4830 LNAI, Issue , 2007, Pages 160-170

  Neshatian, Kourosh ^a   Zhang, Mengjie ^a   Johnston, Mark ^a  

^a VICTORIA UNIVERSITY OF WELLINGTON   (New Zealand)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARKING; CLASSIFICATION (OF INFORMATION); FEATURE EXTRACTION; FUNCTION EVALUATION; PROBLEM SOLVING;

CLASSIFICATION PROBLEMS; DIMENSION REDUCTION; FEATURE CONSTRUCTION; FITNESS FUNCTIONS;

GENETIC PROGRAMMING;

EID: 38349093997     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-76928-6_18     Document Type: Conference Paper

References (17)

1. Ekart, A., Markus, A.: Using genetic programming and decision trees for generating structural descriptions of four bar mechanisms. Artificial Intelligence for Engineering Design, Analysis and Manufacturing 17(3), 205-220 (2003)
2. Muni, D.P., Pal, N.R., Das, J.: Genetic programming for simultaneous feature selection and classifier design. IEEE Transactions on Systems, Man and Cybernetics, Part B 36(1), 106-117 (2006)
3. Krawiec, K., Bhanu, B.: Visual learning by coevolutionary feature synthesis. IEEE Transactions on System, Man, and Cybernetics - Part B 35(3), 409-425 (2005)
4. Bhanu, B., Krawiec, K.: Coevolutionary construction of features for transformation of representation in machine learning. In: Barry, A.M. (ed.) GECCO 2002. Proceedings of the Bird of a Feather Workshops, Genetic and Evolutionary Computation Conference, pp. 249-254. AAAI, New York (2002)
5. Otero, F.E.B., Silva, M.M.S., Freitas, A.A., Nievola, J.C.: Genetic programming for attribute construction in data mining. In: Ryan, C., Soule, T., Keijzer, M., Tsang, E.P.K., Poli, R., Costa, E. (eds.) EuroGP 2003. LNCS, vol. 2610, pp. 384-393. Springer, Heidelberg (2003)
6. Kohavi, R., John, G.: Wrappers for feature subset selection. Artificial Intelligence, 273-324 (1997)
7. Smith, M.G., Bull, L.: Genetic programming with a genetic algorithm for feature construction and selection. Genetic Programming and Evolvable Machines 6(3), 265-281 (2005)
8. Krawiec, K.: Genetic programming-based construction of features for machine learning and knowledge discovery tasks. Genetic Programming and Evolvable Machines 3(4), 329-343 (2002)
9. Muharram, M.A., Smith, G.D.: Evolutionary feature construction using information gain and gini index. In: Keijzer, M., O'Reilly, U.M., Lucas, S.M., Costa, E., Soule, T. (eds.) EuroGP 2004. LNCS, vol. 3003, pp. 379-388. Springer, Heidelberg (2004)
10. Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)
11. Kreyszig, E.: Advanced Engineering Mathematics, 8th edn. John Wiley, Chichester (1999)
12. Mitchell, T.: Machine Learning. McGraw-Hill, New York (1997)
13. Koza, J.R.: Genetic Programming. MIT Press, Cambridge (1992)
14. Asuncion, A.D.N.: UCI machine learning repository (2007)
15. Silva, S., Almeida, J.: Gplab - a genetic programming toolbox for matlab. In: Proceedings of the Nordic MATLAB Conference, pp. 273-278 (2003)
16. Silva, S., Costa, E.: Dynamic limits for bloat control: Variations on size and depth. In: Deb, K., et al. (eds.) GECCO 2004. LNCS, vol. 3103, pp. 666-677. Springer, Heidelberg (2004)
17. Davis, L.: Adapting operator probabilities in genetic algorithms. In: Proceedings of the Third International Conference on Genetic Algorithms, pp. 70-79. Morgan Kaufman, San Francisco (1989)