Combination of harmony search and linear discriminate analysis to improve classification

Proceedings - 2009 3rd Asia International Conference on Modelling and Simulation, AMS 2009

Volumn , Issue , 2009, Pages 131-135

  Moeinzadeh, Hossein ^a   Asgarian, Ehsan ^b   Zanjani, Mohammad ^c   Rezaee, Abdolazim ^d   Seidi, Mojtaba ^c  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

^b SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

^c Sheikhbahaee University   (Iran)

^d ISLAMIC AZAD UNIVERSITY   (Iran)

Author keywords

Classification; Harmony search; Linear discriminant analysis; Pre processing

Indexed keywords

CLASSIFICATION; CLASSIFICATION ACCURACY; DISCRIMINATE ANALYSIS; HARMONY SEARCH; LINEAR DISCRIMINANT ANALYSIS; LINEAR DISCRIMINATION; OPTIMAL TRANSFORMATION; PRE-PROCESSING; PRE-PROCESSING ALGORITHMS; PRE-PROCESSING STEP; TRANSFORMATION MATRICES;

AGRICULTURAL PRODUCTS; CLASSIFIERS; DISCRIMINANT ANALYSIS; IMAGE RETRIEVAL; LEARNING SYSTEMS;

MATRIX ALGEBRA;

EID: 70349734382     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AMS.2009.125     Document Type: Conference Paper

References (19)

1. R. Fisher, "The use of multiple measurements in taxonomic problems.", Annals of Eugenics, 7, pp. 179-188, 1936.
2. J.H. Kim, Z.W. Geem, E.S. Kim, "Parameter estimation of the nonlinear Muskingum model using harmony search", J. Am. Water Resour. Assoc. 37 (5) , pp. 1131-1138, 2001.
3. P. Belhumeur, J. Hespanha, , D. Kriegman, "Eigenfaces vs. Fisherfaces: recognition using class specific linear projection." IEEE Trans. Pattern Anal. Machine Intell 19 , 7, pp. 711-720, 1997.
4. A. P. Engelbrecht, "Particle swarm optimization: Where does it belong?". In Proceedings of the IEEE Swarm Intell. Symp., pp 48-54, 2006.
5. A. Baraldi, and P. Blonda, "A Survey of Fuzzy Clustering Algorithms for Pattern Recognition-Part I and II". IEEE Tran. on Pattern Analysis and Machine Intelligence, 2005, vol 27.
6. R. O. Duda, P. E. Hart and D. Stork , Pattern Classification. Wiley, 2000.
7. K. Fukunaga, "Introduction to Statistical Pattern Recognition.", Academic Press, San Diego, California, USA, 1990.
8. T. Hastie, and R. Tibshirani, "Discriminant analysis by Gaussian mixtures", Journal of the Royal Statistical Society series B, 1996, 58:158-176.
9. http://archive.ics.uci.edu/ml/datasets.html
10. J.C., Luo, C.H., Zhou, and Y., Leung , "A Knowledge Integrated RBF Network for Remote Sensing Classification". In Proceedings of the 22nd Asian Conference on Remote Sensing, Singapore, November 5-9, 2001.
11. G.H. John, and P. Langley, "Estimating Continuous Distributions in Bayesian Classifiers". In Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence. San Mateo, pp. 338-345, 1995.
12. H. Witten, and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques. second edition, Elsevier Science & Technology, 2005.
13. W.W. Cohen," Fast Effective Rule Induction". In Proceedings of the Twelfth International Conference on Machine Learning. Morgan Kaufmann Publishers, Tahoe City, California,1995, pp. 115-123.
14. E. Frank, Y. Wang, S. Inglis, G. Holmes, and I.H. Witten, "Using model trees for classification." . In Proceedings of the Machine Learning ,1998, vol.32, no.1,pp. 63-76.
15. J.C. Dunn, "Well Separated Clusters and Optimal Fuzzy Partitions", Journal of Cybernetics, 1974, pp. 95-104.
16. M. Halkidi, , M. Vazirgiannis and I. Batistaks "Quality Scheme Assessment in the Cluster Process". In Proceedings of the PKDD, Lyon, France, 2000.
17. http://www.cs.waikato.ac.nz/ml/weka/
18. K.S. Lee, Z.W. Geem, "A new meta-heuristic algorithm for continues engineering optimization: harmony search theory and practice", Comput. Meth. Appl. Mech. Eng. 194 , 2004, pp. 3902-3933.
19. Z.W. Geem, J.H. Kim, G.V. Loganathan, "A new heuristic optimization algorithm: harmony search", Simulation 76 (2), 2001, pp. 60-68.