Classification with mixed numeric and categorical data using improved extension theory

Lecture Notes in Engineering and Computer Science

Volumn 2202, Issue , 2013, Pages 337-340

  Liu, Cheng Hsiang ^a  

^a NATIONAL PINGTUNG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

Author keywords

Classical domain; Classification; Extension theory; Mixed numeric and categorical data

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTER SCIENCE;

CATEGORICAL DATA; CLASSICAL DOMAIN; CLASSIFICATION METHODS; DATA CLASSIFICATION; EXTENSION THEORY; LEARNING PROCESS; REAL-WORLD DATASETS;

DECISION TREES;

EID: 84880063911     PISSN: 20780958     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. W. Cai, "The extension set and incompatibility problem," Journal of Scientific Exploration, Vol. 1, pp. 610-614, 1983.
2. M.-H. Wang, Y.-F. Tseng, H.-C. Chen and K.-H. Chao, "A novel clustering algorithm based on the extension theory and genetic algorithm," Expert Systems with Applications, Vol. 36, no. 4, pp. 8269-8276, 2009.
3. J. Ye, "Application of extension theory in misfire fault diagnosis of gasoline engines," Expert Systems with Application, Vol. 36, no. 2, pp. 1217-1221, 2009.
4. M.-H. Wang, "Application of extension theory to vibration fault diagnosis of generator sets," IEE Proceedings Generation Transmission and Distribution, Vol. 151, no. 4, pp. 503-508, 2004.
5. K.-H. Chao and C.-J. Li, "An intelligent maximum power point tracking method based on extension theory for PV systems," Expert Systems with Applications, Vol. 37, no. 2, pp. 1050-1055, 2010.
6. M.-H. Wang and C.-P. Hung, "Extension neural network and its applications," Neural Networks, Vol. 16, no. 5-6, pp. 779-784, 2003.
7. C.-H. Liu, "Extending extension theory for classifying data with numerical values," Neural Computing and Applications, DOI: 10.1007/s00521-011-0795-z, 2012.
8. C. Ordonez, "Clustering binary data streams with K-means," Proc. ACM SIGMOD workshop on Data Mining and Knowledge Discovery, pp. 12-19, 2003.