Improving the robustness of ISOMAP by de-noising

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2008, Pages 266-270

  Li, Bo ^a,b   Huang, De Shuang ^a   Wang, Chao ^a,b  

^a INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^b UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

De noising; ISOMAP; Robustness

Indexed keywords

DATA VISUALIZATION; KETONES; LEARNING ALGORITHMS; PRINCIPAL COMPONENT ANALYSIS;

DE-NOISING; DIMENSIONALITY REDUCTIONS; ISOMAP; ISOMAP ALGORITHMS; MANIFOLD LEARNINGS; OUT-LIERS; PRE-PROCESSING; ROBUSTNESS; S CURVES; STATISTICS METHODS; WEIGHTED PRINCIPAL COMPONENT ANALYSES;

NEURAL NETWORKS;

EID: 56349121148     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2008.4633801     Document Type: Conference Paper

References (10)

1. Tenenbaum, J.B., de Silva, V., and Langford, J.C, "A global geometric framework for nonlinear dimensionality reduction," Science, Vol. 290, pp. 2319-2323,2000.
2. T. Cox, and M. Cox, "Multidimensional Scaling," London, U.K.: Chapman & Hall, 1994.
3. F. De la Toree, and M.J. Black, "A framework for robust subspace learning," Int. J. Comput. Vision 54, pp. 117-142,2003.
4. H. Chang, and D.Y. Yeung, "Robust locally linear embedding, Pattern Recognition," Vol. 39, pp. 1053-1065, 2006.
5. McGill, R., J.W. Tukey, and W.A. "Larsen,Variations of Boxplots," The American Statistician,Vol. 32, pp. 12-16, 1978.
6. P.W. Holland, and R.E. Welsch, "Robust regression using iteratively reweighted least squares," Commun. Statist. Theory and Methods A, Vol. 6, No.9, pp. 813-827, 1977.
7. Mukund Balasubramanian, and Eric L. Schwartz, "The Isomap and Topological Stability," Science, Vol. 295, pp. 7a, 2002.
8. H. Choi, and S. Choi, "Robust Kernel ISOMAP," Pattern Recognition, Vol. 40, pp.853-862, 2007
9. H. Choi, and S. Choi, "Kernel Isomap on noisy manifold," Proceedings of IEEE International Conference on Development and Learning (ICDL), pp. 208-213, Osaka, Japan, July 19-21, 2005.
10. H. Choi and S. Choi, "Kernel Isomap," Electronic letter, Vol. 40, No.25, pp.1612-161, 2004.