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Volumn 46, Issue 6, 2008, Pages 1804-1811

Nearest neighbor classification of remote sensing images with the maximal margin principle

Author keywords

k nearest neighbor algorithm; Kernel methods; Maximal margin principle; Support vector machines (SVMs)

Indexed keywords

ALGORITHMS; DATA STRUCTURES; DECISION THEORY; SUPPORT VECTOR MACHINES;

EID: 44049098082     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2008.916090     Document Type: Article
Times cited : (257)

References (24)
  • 2
    • 84926662675 scopus 로고
    • Nearest neighbor pattern classification
    • Jan
    • T. M. Cover and P. E. Hart, "Nearest neighbor pattern classification," IEEE Trans. Inf. Theory, vol. IT-13, no. 1, pp. 21-27, Jan. 1967.
    • (1967) IEEE Trans. Inf. Theory , vol.IT-13 , Issue.1 , pp. 21-27
    • Cover, T.M.1    Hart, P.E.2
  • 3
    • 0016939390 scopus 로고
    • The distance-weighted k-nearest neighbor rule
    • Apr
    • S. A. Dudani, "The distance-weighted k-nearest neighbor rule," IEEE Trans. Syst., Man, Cybern., vol. SMC-6, no. 4, pp. 325-327, Apr. 1976.
    • (1976) IEEE Trans. Syst., Man, Cybern , vol.SMC-6 , Issue.4 , pp. 325-327
    • Dudani, S.A.1
  • 4
    • 0022219988 scopus 로고
    • A fuzzy k-nearest neighbor algorithm
    • Jul./Aug
    • J. M. Keller, M. R. Gray, and J. A. Givens, "A fuzzy k-nearest neighbor algorithm," IEEE Trans. Syst., Man, Cybern., vol. SMC-15, no. 4, pp. 580-585, Jul./Aug. 1985.
    • (1985) IEEE Trans. Syst., Man, Cybern , vol.SMC-15 , Issue.4 , pp. 580-585
    • Keller, J.M.1    Gray, M.R.2    Givens, J.A.3
  • 5
    • 24944464529 scopus 로고    scopus 로고
    • An adaptive fuzzy evidential nearest neighbor formulation for classifying remote sensing images
    • Aug
    • H. Zhu and O. Basir, "An adaptive fuzzy evidential nearest neighbor formulation for classifying remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 8, pp. 1874-1889, Aug. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.8 , pp. 1874-1889
    • Zhu, H.1    Basir, O.2
  • 7
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • Feb
    • C. Huang, L. S. Davis, and J. R. G. Townshend, "An assessment of support vector machines for land cover classification," Int. J. Remote Sens., vol. 23, no. 4, pp. 725-749, Feb. 2002.
    • (2002) Int. J. Remote Sens , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 8
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with support vector machines
    • Aug
    • F. Melgani and L. Bruzzone, "Classification of hyperspectral remote sensing images with support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 8, pp. 1778-1790, Aug. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , Issue.8 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 9
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classification by support vector machines
    • Jun
    • G. M. Foody and A. Mathur, "A relative evaluation of multiclass image classification by support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 6, pp. 1335-1343, Jun. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , Issue.6 , pp. 1335-1343
    • Foody, G.M.1    Mathur, A.2
  • 10
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • Jun
    • G. Camps-Valls and L. Bruzzone, "Kernel-based methods for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 6, pp. 1351-1362, Jun. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens , vol.43 , Issue.6 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2
  • 12
  • 13
    • 34247346536 scopus 로고    scopus 로고
    • A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery
    • Oct
    • L. Zhang, X. Huang, B. Huang, and P. Li, "A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 10, pp. 2950-2961, Oct. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.10 , pp. 2950-2961
    • Zhang, L.1    Huang, X.2    Huang, B.3    Li, P.4
  • 14
    • 33750798496 scopus 로고    scopus 로고
    • Toward an optimal SVM classification system for hyperspectral remote sensing images
    • Nov
    • Y. Bazi and F. Melgani, "Toward an optimal SVM classification system for hyperspectral remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3374-3385, Nov. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.11 , pp. 3374-3385
    • Bazi, Y.1    Melgani, F.2
  • 15
    • 33947617297 scopus 로고    scopus 로고
    • Interactive remote-sensing image retrieval using active relevance feedback
    • Apr
    • M. Ferecatu and N. Boujemaa, "Interactive remote-sensing image retrieval using active relevance feedback," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 4, pp. 818-826, Apr. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , Issue.4 , pp. 818-826
    • Ferecatu, M.1    Boujemaa, N.2
  • 16
    • 34948851374 scopus 로고    scopus 로고
    • An adaptive SVM nearest neighbor classifier for remotely sensed imagery
    • Denver, CO, Jul
    • E. Blanzieri and F. Melgani, "An adaptive SVM nearest neighbor classifier for remotely sensed imagery," in Proc. IGARSS, Denver, CO, Jul. 2006, pp. 3931-3934.
    • (2006) Proc. IGARSS , pp. 3931-3934
    • Blanzieri, E.1    Melgani, F.2
  • 17
    • 0037277806 scopus 로고    scopus 로고
    • Fast minimization of structural risk by nearest neighbor rule
    • Jan
    • B. Karacali and H. Krim, "Fast minimization of structural risk by nearest neighbor rule," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 127-137, Jan. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.1 , pp. 127-137
    • Karacali, B.1    Krim, H.2
  • 18
    • 0345376662 scopus 로고    scopus 로고
    • A comparative analysis of structural risk minimization by support vector machines and nearest neighbor rule
    • Jan
    • B. Karacali, R. Ramanath, and W. E. Snyder, "A comparative analysis of structural risk minimization by support vector machines and nearest neighbor rule," Pattern Recognit. Lett., vol. 25, no. 1, pp. 63-71, Jan. 2004.
    • (2004) Pattern Recognit. Lett , vol.25 , Issue.1 , pp. 63-71
    • Karacali, B.1    Ramanath, R.2    Snyder, W.E.3
  • 19
  • 22
    • 44049092140 scopus 로고    scopus 로고
    • AVIRIS NW Indiana's Indian Pines 1992 Data Set. [Online]. Available: ftp://ftp.ecn.purdue.edu/biehl/MultiSpec/92AV3C.lan (original files); ftp://ftp.ecn.purdue.edu/biehl/PC_MultiSpec/ThyFiles.zip (ground truth).
    • AVIRIS NW Indiana's Indian Pines 1992 Data Set. [Online]. Available: ftp://ftp.ecn.purdue.edu/biehl/MultiSpec/92AV3C.lan (original files); ftp://ftp.ecn.purdue.edu/biehl/PC_MultiSpec/ThyFiles.zip (ground truth).
  • 23
    • 0035391615 scopus 로고    scopus 로고
    • A new search algorithm for feature selection in hyperspectral remote sensing images
    • Jul
    • S. B. Serpico and L. Bruzzone, "A new search algorithm for feature selection in hyperspectral remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 7, pp. 1360-1367, Jul. 2001.
    • (2001) IEEE Trans. Geosci. Remote Sens , vol.39 , Issue.7 , pp. 1360-1367
    • Serpico, S.B.1    Bruzzone, L.2
  • 24
    • 1842426380 scopus 로고    scopus 로고
    • Fast k-nearest neighbor classification using cluster-based trees
    • Apr
    • B. Zhang and S. N. Srihari, "Fast k-nearest neighbor classification using cluster-based trees," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 4, pp. 525-528, Apr. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.4 , pp. 525-528
    • Zhang, B.1    Srihari, S.N.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.