Intelligent combination of Kernels information for improved classification

Proceedings - ICMLA 2005: Fourth International Conference on Machine Learning and Applications

Volumn 2005, Issue , 2005, Pages 16-21

  Majid, Abdul ^a   Khan, Asifullah ^a   Mirza, Anwar M ^a  

^a GIK INSTITUTE OF ENGINEERING SCIENCES AND TECHNOLOGY   (Pakistan)

Author keywords

[No Author keywords available]

Indexed keywords

FEATURE EXTRACTION; GENETIC ALGORITHMS; INFORMATION ANALYSIS; MATHEMATICAL MODELS; OPTIMAL SYSTEMS;

MODEL SELECTION; OPTIMAL COMPOSITE CLASSIFIER (OCC); OPTIMAL KERNELS; SUPPORT VECTOR MACHINES (SVM);

LEARNING SYSTEMS;

EID: 33847305582     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2005.42     Document Type: Conference Paper

References (17)

1. R. O. Duda, P. E. Hart, and D. G. Stork, "Pattern Classification," John Wiley & Son s, Inc., New York, 2nd edition (2001),
2. V. Vapnik, "Statistical Learning Theory" New York; John Wiley & Sons Inc (1998).
3. K. Rajpoot and N. Rajpoot, "SVM Optimization for Hyperspectral Colon Tissue Cell Classification," LNCS3217, Springer-Verlag, (2004), pp. 829-837.
4. nd International Workshop, MCS2001, Cambridge, UK, Lecture Notes in Computer Science, vol. 2096, Springer-Verlag, (2001).
5. J. M. Moguerzal, A. Muñoz and I. M. D. Diego, "Improving Support Vector Classification via the Combination of Multiple Sources of Information," Multiple Classifier Systems I, Springer-Verlag, (2004), vol. 3138.
6. W. B. Langdon and S. J. Barrett, "Genetic Programming in Data Mining for Drug Discovery," in Evolutionary Computing in Data Mining, Physica Verlag, (2004),page 211-235.
7. B.F. Buxton, W.B. Langdon and S.J. Barrett, "Data Fusion by Intelligent Classifier Combination," Measurement and Control, vol. 34, No. 8,(2001), p229-234.
8. W.B. Langdon and B.F. Buxton, "Genetic programming for combining classifiers," in GECCO2001, (2001).
9. A. Majid, A. Khan, and A.M. Mirza, "Improving Performance of Nearest Neighborhood Classifier Using Genetic Programming," International conference on machine learning and its application,s ICMLA '04, Louisville, KY, USA, (2004).
10. A. Khan, A. Majid, and A.M. Mirza, "Combination and Optimization of Classifiers in Gender Classification Using Genetic Programming," International Journal of Knowledge-BasedIntelligent Engineering System,(2004), Vol. 8, page 1-11.
11. A. Majid, "Optimization and Combination of Classifiers using Genetic Programming", PhD thesis, GIK institute of Engineering Science and Technology, 2005.
12. R.J. Bachrach, A. Navot, and N. Tishby, "Margin based feature selection - theory and algorithms," proc. of the 21'st international conference on Machine Learning (ICML), (2004).
13. R. Beveridge, "Evaluation of face recognition algorithms," web site.http:\\cs.colostate.edu\evalfacerec.
14. http://gplab.sourceforge.net
15. Y. Guermeur, M. Maumy and F. Sur, "Model selection for multi-class SVMs," ASMDA'05, Brest, (2005).
16. C. Staelin, "Parameter selection for support vector machines," Technical report, HP Labs, Israel, (2002).
17. G. Brown, J. Wyatt, R. Harris and X. Yao, "Diversity creation methods: A survey and categorization," Information Fusion, (2005), 6(1), 5-20.