A KNN classifier with PSO feature weight learning ensemble

Proceedings of 2010 International Conference on Intelligent Control and Information Processing, ICICIP 2010

Volumn , Issue PART 1, 2010, Pages 110-114

  Cao, Qinghua ^a   Liu, Yu ^a  

^a BEIHANG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; DATA SETS; FEATURE SELECTION; FEATURE WEIGHT; FEATURE WEIGHTING; FITNESS FUNCTIONS; IMPACT OF NOISE; K-NN ALGORITHM; K-NN CLASSIFIER; KNN CLASSIFICATION; OTHER ALGORITHMS; TRAINING SAMPLE; WEIGHTING PROCESS;

CLASSIFICATION (OF INFORMATION); CLOUDS; DATA PROCESSING; FEATURE EXTRACTION; FUNCTION EVALUATION; INTELLIGENT CONTROL;

ALGORITHMS;

EID: 78649365368     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICICIP.2010.5565252     Document Type: Conference Paper

References (12)

1. Aha, D.W., "Lazy learning: special issue editorial". Artificial Intelligence Review, vol 11, 1987, pp. 7-10.
2. R. Kohavi and G. John. "Wrappers for feature subset selection." Artificial Intelligence, vol. 97, 1997, pp. 273-324.
3. P. Langley and S. Sage. "Induction of selective bayesian classifiers". In Proce. of Uncertainty in Artificial Intelligence, Morgan Kaufmann, 1994, pp. 400-406.
4. L. Jiang, H. Zhang, Z. Cai, and J. Su. "Evolutional naïve bayes". In Proc. of the 1st International Symposium on Intelligent Computation and its Applications, University of Geosciences Press, China, 2005, pp. 344-350.
5. Z. Xie, W. Hsu, Z. Liu, and M. Lee. "SNNB: A selective neighborhood based naive bayes for lazy learning". In Proc. of the Sixth Pacific-Asia Conference on KDD, Springer, 2002, pp. 104-114.
6. Li DY, Liu CY, Du Y. "Artificial Intelligence with Uncertainty," Journal of Software, vol. 15-11, 2004, pp. 1-13.
7. Zhang Feizhou, Fan Yuezu and Shen Chengzhi. "Intelligent Control Based on Membership Cloud Generators," Acta Aeronautica et Astronautica Sinica, Vol.20-1, 1999, pp. 89-92.
8. J. Kennedy and R.C. Eberhart, "Particle Swarm Optimization", in Proc. IEEE International Conference on Neural Networks, Springer, Dec. 1995, pp. 1942-1948.
9. Liu Yu, Li Deyi and Zhang Guangwei, "Atomized Feature in Cloud Based Evolutionary Algorithm," Acta Elecctronica Sinica, Vol.8-37, 2009, pp. 1651-1658.
10. UCI Repository of machine learning databases and domain theories. Available: ftp://ftp.ics.uci.edu/pub/machine-learning-databases.
11. K. K. Han. "Text categorization using weight adjusted k nearest neighbour classification". Dept. of CS, University of Minnesota, 1999.
12. Liangxiao Jiang, Zhihua Cai and Dianhong Wang. "Survey of Improving K-Nearest-Neighbor for Classification", Fuzzy Systems and Knowledge Discovery, vol. 1, 2007, pp. 679-683.