Immune multiobjective optimization algorithm for unsupervised feature selection

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

Volumn 3907 LNCS, Issue , 2006, Pages 484-494

  Zhang, Xiangrong ^a   Lu, Bin ^a   Gou, Shuiping ^a   Jiao, Licheng ^a  

^a XIDIAN UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; FEATURE EXTRACTION; FUNCTION EVALUATION; OPTIMIZATION; PROBLEM SOLVING;

IMMUNE CLONAL ALGORITHMS; REAL DATASETS; SYNTHETIC DATA; UNSUPERVISED LEARNING;

EVOLUTIONARY ALGORITHMS;

EID: 33745803164     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11732242_43     Document Type: Conference Paper

References (15)

1. Kohavi, R., John, G.H.: Wrappers for Feature Subset Selection. Artificial Intelligence Journal. 97 (1997) 273-324
2. Dash, M., Choi, K., Scheuermann,P., Liu, H.: Feature Selection for Clustering - A Filter Solution, In: Proceedings of 2nd IEEE International Conference on Data Mining (ICDM'02). (2002)115-122
3. Mitra P., Murthy, C.A.: Unsupervised Feature Selection Using Feature Similarity. IEEE Trans. Pattern Analysis and Machine Intelligence. 24(2002): 301-312
4. Law, M.H.C., Figueiredo, Ma'rio A.T., Jain, A.K.: Simultaneous Feature Selection and Clustering Using Mixture Models. IEEE Trans Pattern Analysis and Machine Intelligence. 26(2004): 1154-1166
5. Dy, J.G., Brodley, C.E., Kak, A., Broderick, L.S. and Aisen, A.M.: Unsupervised Feature Selection Applied to Content-Based Retrieval of Lung Images. IEEE Trans. Pattern Analysis and Machine Intelligence. 25(2003): 373-378
6. Morita, M., Sabourin, R., Bortolozzi, F., and Suen, C. Y.: Unsupervised Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Word Recognition. In: Proceedings of the Seventh International Conference on Document Analysis and Recognition. (2003): 666-670
7. Kim, Y.S., Street, W.N. and Menczer, F.: Feature Selection in Unsupervised Learning via Evolutionary Search. In: Proc. 6th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (2000) 365-369
8. Yang, J., Honavar, V.: Feature Subset Selection Using a Genetic Algorithm. IEEE Trans. on Intelligent Systems. 13 (1998) 44-49
9. Li, R., Bhanu, B., Dong, A.: Revolutionary Feature Synthesized EM Algorithm for Image Retrieval. In: Proceedings of the Application of Computer Multimedia. (2005) 696-705
10. Lin, Y., Bhanu, B.: Evolutionary Feature Synthesis for Object Recognition. IEEE Trans. on Systems, Man, and Cybernetics-Part C. 35 (2005) 156-171
11. Zhang, X.R, Shan, T, Jiao, L.C.: SAR Image Classification Based on Immune Clonal Feature Selection. In: Aurélio, C.C, Mohamed, S.K. (Eds.): Proceedings of Image Analysis and Recognition. Lecture Notes in Computer Science, Vol. 3212. Springer-Verlag, Berlin Heidelberg New York (2004) 504-511
12. Lu, B., Jiao, L.C., Du, H.F., Gong, M.G.: IFMOA: Immune Forgetting Multiobjective Optimization Algorithm. In: Lipo Wang, Ke Chen, and YewS. Ong(Eds.): Proceedings of the First International Conf. on Advances in Natural Computation. Lecture Notes in Computer Science, Vol. 3612. Springer-Verlag, Berlin Heidelberg New York (2005) 399-408
13. Xie, X.L., Beni, G.: A Validity Measure for Fuzzy Clustering. IEEE Trans. Pattern Analysis and Machine Intelligence. 13 (1991) 841-847
14. Fraley, C., Raftery, A.E.: How Many Clusters? Which Clustering Method? Answers Via Model-Based Cluster Analysis. The Computer Journal. 41(1998) 578-588
15. Du, H.F., Jiao, L.C., Wang S.A.: Clonal Operator and Antibody Clone Algorithms. In: Proceedings of the First International Conference on Machine Learning and Cybernetics. Beijing. (2002) 506-510