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Volumn 6, Issue , 2003, Pages 3420-3421

Why Principal Component Analysis is not an Appropriate Feature Extraction Method for Hyperspectral Data

Author keywords

Dimensionality reduction; Feature extraction; Karhunen Loeve transform; Principal component analysis

Indexed keywords

ALGORITHMS; COMPUTATIONAL COMPLEXITY; DATA COMPRESSION; DATA REDUCTION; EIGENVALUES AND EIGENFUNCTIONS; FEATURE EXTRACTION; MATRIX ALGEBRA; PRINCIPAL COMPONENT ANALYSIS;

EID: 0242709857     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (116)

References (9)
  • 1
    • 0032737410 scopus 로고    scopus 로고
    • Segmented principal components transformation for efficient hyperspectral remote-sensing image display and classification
    • Jan
    • X. Jia and J. A. Richards, "Segmented principal components transformation for efficient hyperspectral remote-sensing image display and classification," IEEE Transactions on Geoscience and Remote Sensing, Vol 37, pp. 538-542, Jan 1999.
    • (1999) IEEE Transactions on Geoscience and Remote Sensing , vol.37 , pp. 538-542
    • Jia, X.1    Richards, J.A.2
  • 2
    • 0036400481 scopus 로고    scopus 로고
    • An unsupervised algorithm for selection of endmembers in hyperspectral images
    • N.Acito, G.Corsini and M. Diani, "An unsupervised algorithm for selection of endmembers in hyperspectral images," Proc. Geoscience and Remote Sensing Symposium, Vol 3, pp. 1673-1675, 2002.
    • (2002) Proc. Geoscience and Remote Sensing Symposium , vol.3 , pp. 1673-1675
    • Acito, N.1    Corsini, G.2    Diani, M.3
  • 4
    • 0015755579 scopus 로고
    • A New Approach to Feature Selection Based on the Karhunen-Loeve Expansion
    • J. Kittler and P. C. Young, "A New Approach to Feature Selection Based on the Karhunen-Loeve Expansion, " Pattern Recognition, Vol 5, pp. 335-352, 1973.
    • (1973) Pattern Recognition , vol.5 , pp. 335-352
    • Kittler, J.1    Young, P.C.2
  • 6
    • 0036821665 scopus 로고    scopus 로고
    • Dimensionality Reduction of Hyperspectral Data using Discrete Wavelet Transform Feature Extraction
    • Oct
    • L.M. Bruce, C.H. Koger and J. Li. "Dimensionality Reduction of Hyperspectral Data using Discrete Wavelet Transform Feature Extraction". IEEE Transactions on Geoscience and Remote Sensing Symposium, Vol 40, pp. 2318-2338, Oct 2002.
    • (2002) IEEE Transactions on Geoscience and Remote Sensing Symposium , vol.40 , pp. 2318-2338
    • Bruce, L.M.1    Koger, C.H.2    Li, J.3
  • 8
    • 0242405018 scopus 로고    scopus 로고
    • ASD FieldSpec Pro FR portable spectroradiometer, Analytical Spectral Device Inc. 5335 Sterling Drive, Boulder, CO 80301-2344 USA
    • ASD FieldSpec Pro FR portable spectroradiometer, Analytical Spectral Device Inc. 5335 Sterling Drive, Boulder, CO 80301-2344 USA.
  • 9
    • 0035570836 scopus 로고    scopus 로고
    • Automated detection of Pueraria montana (kudzu) through Haar analysis of hyperspectral reflectance data
    • J Li, L.M. Bruce, J. Byrd and J. Barnett. "Automated detection of Pueraria montana (kudzu) through Haar analysis of hyperspectral reflectance data" Proc. Geoscience and Remote Sensing Symposium, Vol 5, pp. 2247-2249, 2001.
    • (2001) Proc. Geoscience and Remote Sensing Symposium , vol.5 , pp. 2247-2249
    • Li, J.1    Bruce, L.M.2    Byrd, J.3    Barnett, J.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.