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Volumn 86, Issue , 2013, Pages 124-135

The potential of linear discriminative Laplacian eigenmaps dimensionality reduction in polarimetric SAR classification for agricultural areas

Author keywords

Dimensionality reduction; Polarimetric synthetic aperture radar; Supervised classification

Indexed keywords

ALGORITHMS; CROPS; EXPERIMENTS; FACE RECOGNITION; MODELS; POLARIMETERS; PRINCIPAL COMPONENT ANALYSIS; SOIL MOISTURE;

EID: 84886422702     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2013.09.013     Document Type: Article
Times cited : (36)

References (36)
  • 2
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • Belkin M., Niyogi P. Laplacian eigenmaps for dimensionality reduction and data representation. Neural Computation 2003, 15(6):1373-1396.
    • (2003) Neural Computation , vol.15 , Issue.6 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 4
    • 79955639207 scopus 로고    scopus 로고
    • Derivation of a signed Cameron decomposition asymmetry parameter and relationship of Cameron to Huynen decomposition parameters
    • Cameron W.L., Rais H. Derivation of a signed Cameron decomposition asymmetry parameter and relationship of Cameron to Huynen decomposition parameters. IEEE Transactions on Geoscience and Remote Sensing 2011, 49(5):1677-1688.
    • (2011) IEEE Transactions on Geoscience and Remote Sensing , vol.49 , Issue.5 , pp. 1677-1688
    • Cameron, W.L.1    Rais, H.2
  • 5
    • 0003882879 scopus 로고    scopus 로고
    • American Mathematical Society, Rhode Island, USA
    • Chung F.R.K. Spectral graph theory 1997, American Mathematical Society, Rhode Island, USA.
    • (1997) Spectral graph theory
    • Chung, F.R.K.1
  • 6
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher R.A. The use of multiple measurements in taxonomic problems. Annals of Human Genetics 1936, 7(2):179-188.
    • (1936) Annals of Human Genetics , vol.7 , Issue.2 , pp. 179-188
    • Fisher, R.A.1
  • 10
    • 13444286179 scopus 로고    scopus 로고
    • Locality preserving projections. In: Advances in Neural Information Processing Systems, Vancouver, Canada
    • He, X., Niyogi, P., 2004. Locality preserving projections. In: Advances in Neural Information Processing Systems, Vancouver, Canada, pp. 153-160.
    • (2004) , pp. 153-160
    • He, X.1    Niyogi, P.2
  • 12
    • 58149421595 scopus 로고
    • Analysis of a complex of statistical variables into principal components
    • Hotelling H. Analysis of a complex of statistical variables into principal components. Journal of Educational Psychology 1933, 24(6):417-441.
    • (1933) Journal of Educational Psychology , vol.24 , Issue.6 , pp. 417-441
    • Hotelling, H.1
  • 13
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Hughes G.F. On the mean accuracy of statistical pattern recognizers. IEEE Transactions on Information Theory 1968, 14(1):55-63.
    • (1968) IEEE Transactions on Information Theory , vol.14 , Issue.1 , pp. 55-63
    • Hughes, G.F.1
  • 14
    • 0025469297 scopus 로고
    • New decomposition of the radar target scattering matrix
    • Krogager E. New decomposition of the radar target scattering matrix. Electronics Letters 1990, 26(18):1525-1527.
    • (1990) Electronics Letters , vol.26 , Issue.18 , pp. 1525-1527
    • Krogager, E.1
  • 19
    • 0035510570 scopus 로고    scopus 로고
    • Quantitative comparison of classification capability: fully polarimetric versus dual and single-polarization SAR
    • Lee J.S., Grunes M.R., Pottier E. Quantitative comparison of classification capability: fully polarimetric versus dual and single-polarization SAR. IEEE Transactions on Geoscience and Remote Sensing 2001, 39(11):2343-2351.
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.11 , pp. 2343-2351
    • Lee, J.S.1    Grunes, M.R.2    Pottier, E.3
  • 21
    • 84867069504 scopus 로고    scopus 로고
    • Impact of reducing polarimetric SAR input on the uncertainty of Crop classifications based on the random forests algorithm
    • Loosvelt L., Peters J., Skriver H., De Baets B., Verhoest N.E.C. Impact of reducing polarimetric SAR input on the uncertainty of Crop classifications based on the random forests algorithm. IEEE Transactions on Geoscience and Remote Sensing 2012, 50(10):4185-4200.
    • (2012) IEEE Transactions on Geoscience and Remote Sensing , vol.50 , Issue.10 , pp. 4185-4200
    • Loosvelt, L.1    Peters, J.2    Skriver, H.3    De Baets, B.4    Verhoest, N.E.C.5
  • 23
    • 78049264379 scopus 로고    scopus 로고
    • Local manifold learning-based k-nearest-neighbor for hyperspectral image classification
    • Ma L., Crawford M.M., Tian J. Local manifold learning-based k-nearest-neighbor for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing 2010, 48(11):4099-4109.
    • (2010) IEEE Transactions on Geoscience and Remote Sensing , vol.48 , Issue.11 , pp. 4099-4109
    • Ma, L.1    Crawford, M.M.2    Tian, J.3
  • 25
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • Roweis S.T., Saul L.K. Nonlinear dimensionality reduction by locally linear embedding. Science 2000, 290(22):2323-2326.
    • (2000) Science , vol.290 , Issue.22 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 26
    • 34547419542 scopus 로고    scopus 로고
    • Unsupervised classification of scattering mechanisms in polarimetric SAR data using fuzzy logic in entropy and alpha plane
    • Sang-Eun P., Moon W.M. Unsupervised classification of scattering mechanisms in polarimetric SAR data using fuzzy logic in entropy and alpha plane. IEEE Transactions on Geoscience and Remote Sensing 2007, 45(8):2652-2664.
    • (2007) IEEE Transactions on Geoscience and Remote Sensing , vol.45 , Issue.8 , pp. 2652-2664
    • Sang-Eun, P.1    Moon, W.M.2
  • 27
    • 84862825515 scopus 로고    scopus 로고
    • A statistical polarimetric decomposition solution based on the maximum-likelihood estimator
    • Shi L., Li P., Yang J., Zhang L. A statistical polarimetric decomposition solution based on the maximum-likelihood estimator. IEEE Geoscience and Remote Sensing Letters 2012, 9(5):861-865.
    • (2012) IEEE Geoscience and Remote Sensing Letters , vol.9 , Issue.5 , pp. 861-865
    • Shi, L.1    Li, P.2    Yang, J.3    Zhang, L.4
  • 28
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • Tenenbaum J.B., Silva V.D., Langford J.C. A global geometric framework for nonlinear dimensionality reduction. Science 2000, 290(22):2319-2323.
    • (2000) Science , vol.290 , Issue.22 , pp. 2319-2323
    • Tenenbaum, J.B.1    Silva, V.D.2    Langford, J.C.3
  • 29
    • 84855417591 scopus 로고    scopus 로고
    • Laplacian eigenmaps-based polarimetric dimensionality reduction for SAR image classification
    • Tu S.T., Chen J.Y., Yang W., Sun H. Laplacian eigenmaps-based polarimetric dimensionality reduction for SAR image classification. IEEE Transactions on Geoscience and Remote Sensing 2012, 50(1):170-179.
    • (2012) IEEE Transactions on Geoscience and Remote Sensing , vol.50 , Issue.1 , pp. 170-179
    • Tu, S.T.1    Chen, J.Y.2    Yang, W.3    Sun, H.4
  • 30
    • 70350655559 scopus 로고    scopus 로고
    • Classification of very high spatial resolution imagery using mathematical morphology and support vector machines
    • Tuia D., Pacifici F., Kanevski M., Emery W.J. Classification of very high spatial resolution imagery using mathematical morphology and support vector machines. IEEE Transactions on Geoscience and Remote Sensing 2009, 47(11):3866-3879.
    • (2009) IEEE Transactions on Geoscience and Remote Sensing , vol.47 , Issue.11 , pp. 3866-3879
    • Tuia, D.1    Pacifici, F.2    Kanevski, M.3    Emery, W.J.4
  • 31
  • 32
    • 33744949513 scopus 로고    scopus 로고
    • Unsupervised learning of image manifolds by semidefinite programming
    • Weinberger K.Q., Saul L.K. Unsupervised learning of image manifolds by semidefinite programming. International Journal of Computer Vision 2006, 70(1):77-90.
    • (2006) International Journal of Computer Vision , vol.70 , Issue.1 , pp. 77-90
    • Weinberger, K.Q.1    Saul, L.K.2
  • 35
  • 36
    • 84879514791 scopus 로고    scopus 로고
    • A modified stochastic neighbor embedding for multi-feature dimension reduction of remote sensing images
    • Zhang L., Zhang L., Tao D., Huang X. A modified stochastic neighbor embedding for multi-feature dimension reduction of remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing 2013, 83(1):30-39.
    • (2013) ISPRS Journal of Photogrammetry and Remote Sensing , vol.83 , Issue.1 , pp. 30-39
    • Zhang, L.1    Zhang, L.2    Tao, D.3    Huang, X.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.