Automatic band selection in multispectral images using mutual information-based clustering

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4225 LNCS, Issue , 2006, Pages 644-654

  Martínez Usó, Adolfo ^a   Pla, Filiberto ^a   García Sevilla, Pedro ^a   Sotoca, J M ^a  

^a UNIVERSITAT JAUME I   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; DATA STRUCTURES; FUNCTIONS; IMAGE ANALYSIS; INFORMATION RETRIEVAL;

HIERARCHICAL CLUSTERING; MULTISPECTRAL IMAGES; PIXELS;

FEATURE EXTRACTION;

EID: 33845199957     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11892755_67     Document Type: Conference Paper

References (13)

1. Jean-Marie Beaulieu and Morris Goldberg. Hierarchy in picture segmentation: A stepwise optimization approach. IEEE Transactions on PAMI, 11:150-163, 1989.
2. L. Bruzzonne, F. Roll, and Serpico S.B. An extension to multiclass cases of the jeffreys-matusita distance. IEEE Trans on GRS, 33:1318-1321, 1995.
3. I. Dhillon, S. Mallela, and R. Kumar. A divisive information-theoretic feature clustering algorithm for text classification. JMLR, 3:1265-1287, 2003.
4. Chris Ding and Xiaofeng He. Cluster merging and splitting in hierarchical clustering algorithms. ICDM'02, 1:139-146, 2002.
5. Raquel Dosil, Xosé R. Fdez-Vidal, and Xosé M. Pardo. Dissimilarity measures for visual pattern partitioning. LNCS, (3523):287-294, 2005.
6. A.K. Jain and R.C. Dubes. Algorithms for Clustering Data. Prentice-Hall, 1988.
7. L. Jimenez and D. Landgrebe. Supervised classification in high dimensional space: Geometrical, statistical, and asymptotical properties of multivariate data. IEEE Transactions on System, Man, and Cybernetics, 28, Part C(1):39-54, 1998.
8. I. Kononenko. Estimating attributes: analysis and extensions of relief. In Proceedings of 7th European Conference on Machine Learning, Catania, Italy, pages 171-182, 1994.
9. S. Kumar, J. Ghosh, and M.M. Crawford. Best basis feature extraction algorithms for classification of hyperspectral data. IEEE Trans on GRS, 39(7): 1368-1379, 2001.
10. E. Sharon, A. Brandt, and R. Basri. Fast multiscale image segmentation. CVPR, 1:70-77, 2000.
11. G.D. Tourssari, E.D. Frederick, M.K. Markey, and C.E.Jr. Floyd. Applications of mutual information criterion for feature selection in computer-aided diagnosis. Machine Learning Research, 3:2394-2402, 2001.
12. A. Vailaya, M. Figueiredo, A.K. Jain, and H.J. Zhang. Image classification for content-based indexing. IEEE Transactions on Image Processing, 10:117-130, 2001.
13. John H. Ward. Hierarchical grouping to optimize an objective function. American Statistical Association, 58(301):236-244, 1963.