A PCA/ICA based feature selection method and its application for corn fungi detection

European Signal Processing Conference

Volumn , Issue , 2007, Pages 970-974

  Cataltepe, Zehra ^a   Genc, Hakki Murat ^b   Pearson, Thomas ^c  

^a ISTANBUL TECHNICAL UNIVERSITY   (Turkey)

^b MATERIALS INSTITUTE   (Turkey)

^c AGRICULTURAL RESEARCH SERVICE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; CLASSIFICATION ERRORS; CLASSIFICATION TIME; CORN KERNELS; DIMENSIONALITY REDUCTION; DIMENSIONALITY REDUCTION ALGORITHMS; FEATURE ACQUISITION; FEATURE SELECTION METHODS; FORWARD SELECTION; FUNGI DETECTION; PCA (PRINCIPAL COMPONENT ANALYSIS); SPECTRAL MEASUREMENT; TIME-CRITICAL APPLICATIONS;

ALGORITHMS; FUNGI; INDEPENDENT COMPONENT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING;

FEATURE EXTRACTION;

EID: 84863739049     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. E. Alpaydin, Introduction to machine learning. Cambridge, Massachusetts: The MIT Press, 2004.
2. J. Bins and B. A. Draper, "Feature selection from huge feature sets," in Eighth International Conference on Computer Vision (ICCV 01), 159-165, 2001.
3. R. Duda, P. Hart and D. Stork, Pattern classification, 2nd ed. New York: John Wiley and Sons, 2001.
4. I. Guyon and A. Elisseeff, "An introduction to variable and feature selection," Journal of Machine Learning Research, 3, 1157-1182, 2003.
5. M. A. Hall, "Correlation-based feature selection for discrete and numeric class machine learning," in the Seventeenth International Conference on Machine Learning, 159-165, 2000.
6. A. Hyvarinen and E. Oja, "Independent component analysis: Algorithms and applications," Neural Networks, 13, 411-430, 1999.
7. T. C. Pearson and D. T. Wicklow, "Properties of corn kernels infected by fungi," Transactions of the ASAE, 49, 1235-1245, 2006.
8. S. Raudys and R. Duin, "On expected classification error of the fisher linear classifier with pseudoinverse covariance matrix," Pattern Recognition Letters, 19, 385-392, 1998.
9. L. Yu and H. Liu, "Efficient feature selection via analysis of relevance and redundancy," Journal of Machine Learning Research, 5, 1205-1224, 2004.
10. Y. Yang and J. Pedersen, "A comparative study on feature selection in text categorization," in International Conference on Machine Learning, 412-420, 1997.
11. L. Yu and H. Liu, "Efficient feature selection via analysis of relevance and redundancy," Journal of Machine Learning Research, 5, 1205-1224, 2004.