Unity norm twin support vector machine classifier

Proceedings of the 2010 Annual IEEE India Conference: Green Energy, Computing and Communication, INDICON 2010

Volumn , Issue , 2010, Pages

  Ghorai, Santanu ^a   Hossian, Shaikh Jahangir ^b   Mukherjee, Anirban ^b   Dutta, Pranab K ^b  

^a MCKV INSTITUTE OF ENGINEERING   (India)

^b INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Euclidean distance; Kernel classifier; Pattern classification; Proximal classifier; Support vector machine

Indexed keywords

BENCHMARK DATA; EUCLIDEAN DISTANCE; KERNEL CLASSIFIERS; NONLINEAR PROGRAMMING PROBLEM; NORMAL VECTOR; PATTERN CLASSIFICATION; PROXIMAL CLASSIFIERS; QUADRATIC OPTIMIZATION; TWIN SUPPORT VECTOR MACHINES;

ALTERNATIVE FUELS; GEOMETRY; OPTIMIZATION; SUPPORT VECTOR MACHINES;

VECTORS;

EID: 79952475861     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INDCON.2010.5712721     Document Type: Conference Paper

References (12)

1. Jayadeva, R. Khemchandani, and S. Chandra, "Twin Support Vector Machines for Pattern Classification," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 5, pp. 905-910, 2007. (Pubitemid 46534787)
2. V. Vapnik, The Nature of Statistical Learning Theory, New York, Springer, 1995.
3. S. Ghorai, A. Mukherjee, and P. K. Dutta, "Nonparallel Plane Proximal Classifier," Signal Processing, vol. 89, no. 4, pp. 510-522, 2009.
4. S. Ghorai, S. J. Hossain, A. Mukherjee, and P. K. Dutta, "Newton Method for Nonparallel Plane Proximal Classifier with Unity Norm Hyperplanes," Signal Processing, vol. 90, no. 1, pp. 93-104, 2010.
5. nd ed., Springer, 2006.
6. S. Mehrotra, "On the implementation of a primal dual interior point method," SIAM J. Optimization, vol. 2, no. 4, pp. 575-601, 1992.
7. st SIAM Int'l Conf. Data Mining, Chicago, IL, Apr. 2001, ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/00-07.ps.
8. C.L. Blake and C.J. Merz, "UCI Repository for Machine Learning Databases," Dept. of Inf. and Comp. Sciences, Univ. of California, Irvine, http://www.ics.uci.edu/~mlearn/MLRepository.html, 1998.
9. S. R. Gunn, Support Vector Machine Matlab Toolbox, http://www.isis.ecs. soton.ac.uk/resources/svminfo/, 1998.
10. T. M. Mitchell, Machine Learning, McGraw-Hill International Editions, Singapore, 1997.
11. Checker data set, ftp://ftp.cs.wisc.edu/math-prog/cpo-dataset/machine- learn/checker.
12. J. C. Platt, "Fast Training of Support Vector Machines Using Sequential Minimal Optimization," Advances in Kernel Methods: Support Vector Machines, pp. 185-208, Cambridge, Mass.: MIT Press, Dec. 1998.