Kernel entropy component analysis for remote sensing image clustering

IEEE Geoscience and Remote Sensing Letters

Volumn 9, Issue 2, 2012, Pages 312-316

  Gómez Chova, Luis ^a   Jenssen, Robert ^b   Camps Valls, Gustavo ^a  

^a UNIVERSITY OF VALENCIA   (Spain)

^b UNIVERSITY OF TROMSØ   (Norway)

Author keywords

k means; Feature extraction; kernel method; Parzen windowing; R nyi entropy; spectral clustering

Indexed keywords

ANGULAR STRUCTURE; CLOUD SCREENING; COMPONENT ANALYSIS; EIGENVALUES AND EIGENVECTORS; HIGH VARIABILITY; INPUT SPACE; KERNEL MATRICES; KERNEL METHOD; MEDIUM RESOLUTION IMAGING SPECTROMETERS; NONLINEAR FEATURES; OUT-OF-SAMPLE EXTENSION; PARZEN WINDOWING; REMOTE SENSING DATA; REMOTE SENSING IMAGES; SPECTRAL CLUSTERING; STRUCTURE-RELATED; TEST DATA;

CLUSTERING ALGORITHMS; EIGENVALUES AND EIGENFUNCTIONS; FEATURE EXTRACTION; IMAGE RECONSTRUCTION; REMOTE SENSING;

ENTROPY;

EID: 84856976376     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2011.2167212     Document Type: Article

References (21)

1. I. T. Jollife, Principal Component Analysis. New York: Springer-Verlag, 1986.
2. H. Wold, Multivariate Analysis. New York: Academic, 1966.
3. A. A. Green, M. Berman, P. Switzer, M. D. Craig, "A transformation for ordering multispectral data in terms of image quality with implications for noise removal," IEEE Trans. Geosci. Remote Sens. , vol. 26, no. 1, pp. 65-74, Jan. 1988. (Pubitemid 18596008)
4. J. Shawe-Taylor N. Cristianini, Kernel Methods for Pattern Analysis. Cambridge, U. K. : Cambridge Univ. Press, 2004.
5. G. Camps-Valls L. Bruzzone, "Kernel-based methods for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens. , vol. 43, no. 6, pp. 1351-1362, Jun. 2005. (Pubitemid 40811944)
6. J. Arenas-Garc-a G. Camps-Valls, "Efficient kernel orthonormalized PLS for remote sensing applications," IEEE Trans. Geosci. Remote Sens. , vol. 46, no. 10, pp. 2872-2881, Oct. 2008.
7. L. Gómez-Chova, J. Muoz-Mar, V. Laparra, J. Malo-López, G. Camps-Valls, "A review of kernel methods in remote sensing data analysis," in Optical Remote Sensing. Heidelberg, Germany: Springer-Verlag, Feb. 2011, pp. 171-206.
8. Y. Gu, Y. Liu, Y. Zhang, "A selective KPCA algorithm based on highorder statistics for anomaly detection in hyperspectral imagery," IEEE Geosci. Remote Sens. Lett. , vol. 5, no. 1, pp. 43-47, Jan. 2008.
9. R. Jenssen, "Kernel entropy component analysis," IEEE Trans. Pattern Anal. Mach. Intell. , vol. 32, no. 5, pp. 847-860, May. 2010.
10. S. Yu P. Scheunders, "Feature selection for high-dimensional remote sensing data by maximum entropy principle based optimization," in Proc. IEEE Int. Geosci. Remote Sens. Symp. , 2001, vol. 7, pp. 3303-3305. (Pubitemid 34221961)
11. C. J. Jackett, P. J. Turner, J. L. Lovell, R. N. Williams, "Deconvolution of MODIS imagery using multiscale maximum entropy," Remote Sens. Lett. , vol. 2, no. 3, pp. 179-187, Sep. 2011.
12. R. Jenssen T. Eltoft, "A new information theoretic analysis of sumof-squared-error kernel clustering," Neurocomputing, vol. 72, no. 1-3, pp. 23-31, Dec. 2008.
13. A. Rnyi, "On measures of entropy information," Sel. Papers Alfrd Rnyi, vol. 2, pp. 565-580, 1976, Akademiai Kiado, Budapest.
14. E. Parzen, "On the estimation of a probability density function the mode," Ann. Math. Statist. , vol. 33, no. 3, pp. 1065-1076, Sep. 1962.
15. B. W. Silverman, Density Estimation for Statistics Data Analysis. London, U. K. : Chapman Hall, 1986.
16. R. Jenssen, T. Eltoft, M. Girolami, D. Erdogmus, "Kernel maximum entropy data transformation an enhanced spectral clustering algorithm," in Advances in Neural Information Processing Systems 19. Cambridge, MA: MIT Press, 2007, pp. 633-640.
17. M. Girolami, "Orthogonal series density estimation the kernel eigenvalue problem," Neural Comput. , vol. 14, no. 3, pp. 669-688, Mar. 2002.
18. H. Zha, X. He, C. Ding, H. Simon, M. Gu, "Spectral relaxation for k-means clustering," in Advances in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2002, pp. 1057-1064.
19. M. Rast, J. Bzy, S. Bruzzi, "The ESA medium resolution imaging spectrometer MERIS: A review of the instrument its mission," Int. J. Remote Sens. , vol. 20, no. 9, pp. 1681-1702, Jun. 1999. (Pubitemid 29434965)
20. L. Gómez-Chova, G. Camps-Valls, J. Calpe, L. Guanter, J. Moreno, "Cloud-screening algorithm for ENVISAT/MERIS multispectral images," IEEE Trans. Geosci. Remote Sens. , vol. 45, no. 12, pp. 4105-4118, Dec. 2007. (Pubitemid 350157844)
21. L. Gómez-Chova, G. Camps-Valls, L. Lorenzo Bruzzone, J. Calpe-Maravilla, "Mean map kernel methods for semisupervised cloud classification," IEEE Trans. Geosci. Remote Sens. , vol. 48, no. 1, pp. 207-220, Jan. 2010.