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Volumn 50, Issue 1, 2012, Pages 149-169

SVM-based fuzzy decision trees for classification of high spatial resolution remote sensing images

Author keywords

Classification; decision trees (DTs); feature selection (FS); fuzzy confusion (FC) metric; fuzzy partition vector (FPV); high spatial resolution images; support vector machines (SVMs)

Indexed keywords

FEATURE SELECTION (FS); FUZZY CONFUSION (FC) METRIC; FUZZY PARTITION; HIGH SPATIAL RESOLUTION IMAGES; SUPPORT VECTOR;

EID: 84855470680     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2011.2159726     Document Type: Article
Times cited : (107)

References (58)
  • 1
    • 68649112896 scopus 로고    scopus 로고
    • Forest type mapping using object-specific texture measures from multispectral IKONOS imagery: Segmentation quality and image classification issues
    • Jul.
    • M. Kim, M. Madden, and T. A. Warner, "Forest type mapping using object-specific texture measures from multispectral IKONOS imagery: Segmentation quality and image classification issues," Photogramm. Eng. Remote Sens., vol. 75, no. 7, pp. 819-829, Jul. 2009.
    • (2009) Photogramm. Eng. Remote Sens. , vol.75 , Issue.7 , pp. 819-829
    • Kim, M.1    Madden, M.2    Warner, T.A.3
  • 2
    • 46349105751 scopus 로고    scopus 로고
    • Analysis of co-occurrence and discrete wavelet transform textures for differentiation of forest and non-forest vegetation in very-high-resolution optical-sensor imagery
    • DOI 10.1080/01431160701601782, PII 793177513
    • Y. O. Ouma, J. Tetuko, and R. Tateishi, "Analysis of co-occurrence and discrete wavelet transform textures for differentiation of forest and nonforest vegetation in very-high-resolution optical-sensor imagery," Int. J. Remote Sens., vol. 29, no. 12, pp. 3417-3456, Jun. 2008. (Pubitemid 351917174)
    • (2008) International Journal of Remote Sensing , vol.29 , Issue.12 , pp. 3417-3456
    • Ouma, Y.O.1    Tetuko, J.2    Tateishi, R.3
  • 3
    • 0034269712 scopus 로고    scopus 로고
    • The use of decision tree and multiscale texture for classification of JERS-1 SAR data over tropical forest
    • Sep.
    • M. Simard, S. S. Saatchi, and G. De Grandi, "The use of decision tree and multiscale texture for classification of JERS-1 SAR data over tropical forest," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 5, pp. 2310-2321, Sep. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sens. , vol.38 , Issue.5 , pp. 2310-2321
    • Simard, M.1    Saatchi, S.S.2    De Grandi, G.3
  • 4
    • 0035248508 scopus 로고    scopus 로고
    • A new approach for the morphological segmentation of high-resolution satellite imagery
    • Feb.
    • M. Pesaresiand and J. A. Benediktsonn, "A new approach for the morphological segmentation of high-resolution satellite imagery," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 2, pp. 309-320, Feb. 2001.
    • (2001) IEEE Trans. Geosci. Remote Sens. , vol.39 , Issue.2 , pp. 309-320
    • Pesaresiand, M.1    Benediktsonn, J.A.2
  • 5
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • DOI 10.1109/TGRS.2004.842478
    • J. A. Benedktsonn, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491, Mar. 2005. (Pubitemid 40320270)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 480-491
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 6
    • 79955521136 scopus 로고    scopus 로고
    • Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis
    • May
    • M. Dalla Mura, A. Villa, J. A. Benediktsson, J. Chanussot, and L. Bruzzone, "Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 542-546, May 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett. , vol.8 , Issue.3 , pp. 542-546
    • Dalla Mura, M.1    Villa, A.2    Benediktsson, J.A.3    Chanussot, J.4    Bruzzone, L.5
  • 7
    • 77957007028 scopus 로고    scopus 로고
    • Morphological attribute profiles for the analysis of very high resolution images
    • Oct.
    • M. Dalla Mura, J. Atli Benediktsson, B. Waske, and L. Bruzzone, "Morphological attribute profiles for the analysis of very high resolution images," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 10, pp. 3747-3762, Oct. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.10 , pp. 3747-3762
    • Dalla Mura, M.1    Atli Benediktsson, J.2    Waske, B.3    Bruzzone, L.4
  • 8
    • 34247394279 scopus 로고    scopus 로고
    • Classification and extraction of spatial features in urban areas using high-resolution multispectral imagery
    • DOI 10.1109/LGRS.2006.890540
    • X. Huang, L. Zhang, and P. Li, "Classification and extraction of spatial features in urban areas using high-resolution multispectral imagery," IEEE Geosci. Remote Sens. Lett., vol. 4, no. 2, pp. 260-264, Apr. 2007. (Pubitemid 46645144)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.2 , pp. 260-264
    • Huang, X.1    Zhang, L.2    Li, P.3
  • 9
    • 34247346536 scopus 로고    scopus 로고
    • A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed images
    • 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 images," 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
  • 10
    • 70449433268 scopus 로고    scopus 로고
    • A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia City, northern Italy
    • Jan.
    • X. Huang and L. Zhang, "A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia City, northern Italy," Int. J. Remote Sens., vol. 30, no. 12, pp. 3205-3221, Jan. 2009.
    • (2009) Int. J. Remote Sens. , vol.30 , Issue.12 , pp. 3205-3221
    • Huang, X.1    Zhang, L.2
  • 11
    • 39049145967 scopus 로고    scopus 로고
    • Semi-supervised Graph-based hyperspectral image classification
    • Oct.
    • G. Camps-Vallls, T. V. B. Marsheva, and D. Zhou, "Semi-supervised Graph-based hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 10, pp. 3044-3054, Oct. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.10 , pp. 3044-3054
    • Camps-Vallls, G.1    Marsheva, T.V.B.2    Zhou, D.3
  • 12
    • 70350153353 scopus 로고    scopus 로고
    • An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery
    • Dec.
    • X. Huang and L. Zhang, "An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 12, pp. 4173-4185, Dec. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.12 , pp. 4173-4185
    • Huang, X.1    Zhang, L.2
  • 13
    • 67949115614 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques
    • Aug.
    • Y. Tarabalka, J. A. Benedktsson, and J. Chanussot, "Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2973-2987, Aug. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.8 , pp. 2973-2987
    • Tarabalka, Y.1    Benedktsson, J.A.2    Chanussot, J.3
  • 14
    • 77951204124 scopus 로고    scopus 로고
    • Comparison of vector stacking, multi-SVMs fuzzy output, and multi-SVMs voting methods for multiscale VHR urban mapping
    • Apr.
    • X. Huang and L. Zhang, "Comparison of vector stacking, multi-SVMs fuzzy output, and multi-SVMs voting methods for multiscale VHR urban mapping," IEEE Geosci. Remote Sens. Lett., vol. 7, no. 2, pp. 261-265, Apr. 2010.
    • (2010) IEEE Geosci. Remote Sens. Lett. , vol.7 , Issue.2 , pp. 261-265
    • Huang, X.1    Zhang, L.2
  • 15
    • 0030292025 scopus 로고    scopus 로고
    • Incorporating mixed pixels in the training, allocation and testing stages of supervised classifications
    • Nov.
    • G. M. Foodya and M. K. Arora, "Incorporating mixed pixels in the training, allocation and testing stages of supervised classifications," Pattern Recognit. Lett., vol. 17, no. 13, pp. 1389-1398, Nov. 1996.
    • (1996) Pattern Recognit. Lett. , vol.17 , Issue.13 , pp. 1389-1398
    • Foodya, G.M.1    Arora, M.K.2
  • 16
    • 0031277523 scopus 로고    scopus 로고
    • Comparison of fuzzy c-means classification, linear mixture modelling and MLC probabilities as tools for unmixing coarse pixels
    • Nov.
    • L. Bastin, "Comparison of fuzzy c-means classification, linear mixture modelling and MLC probabilities as tools for unmixing coarse pixels," Int. J. Remote Sens., vol. 18, no. 17, pp. 3629-3648, Nov. 1997.
    • (1997) Int. J. Remote Sens. , vol.18 , Issue.17 , pp. 3629-3648
    • Bastin, L.1
  • 17
    • 46349095704 scopus 로고    scopus 로고
    • A novel self-organizing neuro-fuzzy multilayered classifier for land cover classification of a VHR image
    • DOI 10.1080/01431160801891846, PII 794085773
    • N. E. Mitrakis, C. A. Topaloglou, T. K. Alexandridis, J. B. Theocharis, and G. C. Zalidis, "A novel self-organizing neuro-fuzzy multilayered classifier for land cover classification of a VHR image," Int. J. Remote Sens., vol. 29, no. 14, pp. 4061-4087, Jul. 2008. (Pubitemid 351917140)
    • (2008) International Journal of Remote Sensing , vol.29 , Issue.14 , pp. 4061-4087
    • Mitrakis, N.E.1    Topaloglou, C.A.2    Alexandridis, T.K.3    Theocharis, J.B.4    Zalidis, G.C.5
  • 18
    • 45849109197 scopus 로고    scopus 로고
    • Decision fusion of GA self-organizing neuro-fuzzy multilayered classifiers for land cover classification using textural and spectral features
    • Jul.
    • N. E. Mitrakis, C. A. Topaloglou, T. K. Alexandridis, J. B. Theocharis, and G. C. Zalidis, "Decision fusion of GA self-organizing neuro-fuzzy multilayered classifiers for land cover classification using textural and spectral features," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 7, pp. 2137-2152, Jul. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.7 , pp. 2137-2152
    • Mitrakis, N.E.1    Topaloglou, C.A.2    Alexandridis, T.K.3    Theocharis, J.B.4    Zalidis, G.C.5
  • 19
    • 0034010010 scopus 로고    scopus 로고
    • Estimation of sub-pixel land cover composition in the presence of untrained classes
    • DOI 10.1016/S0098-3004(99)00125-9, PII S0098300499001259, Geostatistics and geospatial techniques in remote sensing
    • G. M. Foody, "Estimation of sub-pixel land cover composition in the presence of untrained classes," Comput. Geosci., vol. 26, no. 4, pp. 469-478, May 2000. (Pubitemid 30228971)
    • (2000) Computers and Geosciences , vol.26 , Issue.4 , pp. 469-478
    • Foody, G.M.1
  • 20
    • 0036029813 scopus 로고    scopus 로고
    • A rule-based classifier using classification and regression tree (CART) approach for urban landscape dynamics
    • P. M. Kumar, R. Sugumaran, and D. Zerr, "A rule-based classifier using Classification and Regression Tree (CART) approach for urban landscape dynamics," in Proc. IEEE Int. Symp. Geosci. Remote Sens., 2002, vol. 2, pp. 1193-1194. (Pubitemid 35229061)
    • (2002) International Geoscience and Remote Sensing Symposium (IGARSS) , vol.2 , pp. 1193-1194
    • ManojKumar, P.1    Sugumaran, R.2    Zerr, D.3
  • 21
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • DOI 10.1080/01431160110040323
    • 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, 2002. (Pubitemid 34119904)
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 22
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • DOI 10.1109/TGRS.2005.846154
    • 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. (Pubitemid 40811944)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.6 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2
  • 24
    • 0002229304 scopus 로고    scopus 로고
    • Pairwise classification and support vector machines
    • Cambridge, MA: MIT Press
    • U. H.-G. Krebel, "Pairwise classification and support vector machines," in Advances in Kernel Methods: Support Vector Learning. Cambridge, MA: MIT Press, 1999, pp. 255-268.
    • (1999) Advances in Kernel Methods: Support Vector Learning , pp. 255-268
    • Krebel, U.H.-G.1
  • 25
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • Mar.
    • C.W. Hsu and C. J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2
  • 26
    • 0000406788 scopus 로고
    • Solving multiclass learning problems via error-correcting output codes
    • Aug.
    • T. G. Dietterich and G. Bakiri, "Solving multiclass learning problems via error-correcting output codes," J. Artif. Int. Res., vol. 2, no. 1, pp. 263-286, Aug. 1994.
    • (1994) J. Artif. Int. Res. , vol.2 , Issue.1 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 27
    • 33847376395 scopus 로고    scopus 로고
    • Design of decision tree via kernelized hierarchical clustering for multiclass support vector machines
    • DOI 10.1080/01969720601139058, PII 771400993
    • Z. Lu, F. Lin, and H. Ying, "Design of decision tree via kernelized hierarchical clustering for multiclass support vector machines," Cybern. Syst., vol. 38, no. 2, pp. 187-202, Feb. 2007. (Pubitemid 46346883)
    • (2007) Cybernetics and Systems , vol.38 , Issue.2 , pp. 187-202
    • Lu, Z.1    Lin, F.2    Ying, H.3
  • 28
    • 26944488772 scopus 로고    scopus 로고
    • A hierarchical method for multi-class support vector machines
    • Alberta, Canada
    • V. Vural and J. G. Dy, "A hierarchical method for multi-class support vector machines," in Proc. 21st Int. Conf. Mach. Learn. Banff, Alberta, Canada, 2004, p. 105.
    • (2004) Proc. 21st Int. Conf. Mach. Learn. Banff , pp. 105
    • Vural, V.1    Dy, J.G.2
  • 29
    • 33646495490 scopus 로고    scopus 로고
    • Binary tree of SVM: A new fast multiclass training and classification algorithm
    • May
    • B. Fei and L. Jinbai, "Binary tree of SVM: A new fast multiclass training and classification algorithm," IEEE Trans. Neural Netw., vol. 17, no. 3, pp. 696-704, May 2006.
    • (2006) IEEE Trans. Neural Netw. , vol.17 , Issue.3 , pp. 696-704
    • Fei, B.1    Jinbai, L.2
  • 30
    • 84956966951 scopus 로고    scopus 로고
    • Tree structured support vector machines for multi-class pattern recognition
    • Multiple Classifier Systems
    • F. Schwenker and G. Palm, "Tree-structured support vector machines for multi-class pattern recognition," in Proc. 2nd Int. Workshop Multiple Classifier Syst., 2001, pp. 409-417. (Pubitemid 33303248)
    • (2001) Lecture Notes in Computer Science , Issue.2096 , pp. 409-417
    • Schwenker, F.1    Palm, G.2
  • 31
    • 15944382343 scopus 로고    scopus 로고
    • Integrating support vector machines in a hierarchical output space decomposition framework
    • 2004 IEEE International Geoscience and Remote Sensing Symposium Proceedings: Science for Society: Exploring and Managing a Changing Planet. IGARSS 2004
    • C. Yangchi, M. M. Crawford, and J. Ghosh, "Integrating support vector machines in a hierarchical output space decomposition framework," in Proc. IEEE IGARSS, 2004, vol. 2, pp. 949-952. (Pubitemid 40438278)
    • (2004) International Geoscience and Remote Sensing Symposium (IGARSS) , vol.2 , pp. 949-952
    • Chen, Y.1    Crawford, M.M.2    Ghosh, J.3
  • 33
    • 0142009649 scopus 로고    scopus 로고
    • A hierarchical fuzzy classification approach for high-resolution multispectral data over urban areas
    • Sep.
    • A. K. Shackelford and C. H. Davis, "A hierarchical fuzzy classification approach for high-resolution multispectral data over urban areas," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 9, pp. 1920-1932, Sep. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.9 , pp. 1920-1932
    • Shackelford, A.K.1    Davis, C.H.2
  • 34
    • 77953871614 scopus 로고    scopus 로고
    • Sensitivity of support vector machines to random feature selection in classification of hyperspectral data
    • Jul.
    • B. Waske, S. van der Linden, J. A. Benediktsson, A. Rabe, and P. Hostert, "Sensitivity of support vector machines to random feature selection in classification of hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 7, pp. 2880-2889, Jul. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.7 , pp. 2880-2889
    • Waske, B.1    Van Der Linden, S.2    Benediktsson, J.A.3    Rabe, A.4    Hostert, P.5
  • 35
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • May
    • M. Pal and G. M. Foody, "Feature selection for classification of hyperspectral data by SVM," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5, pp. 2297-2307, May 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.5 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 36
    • 39749162214 scopus 로고    scopus 로고
    • Object-based classification using Quickbird imagery for delineating forest vegetation polygons in a Mediterranean test site
    • DOI 10.1016/j.isprsjprs.2007.08.007, PII S092427160700086X
    • G. Mallinis, N. Koutsias, M. Tsakiri-Strati, and M. Karteris, "Objectbased classification using QuickBird imagery for delineating forest vegetation polygons in a Mediterranean test site," ISPRS J. Photogramm. Remote Sens., vol. 63, no. 2, pp. 237-250, Mar. 2008. (Pubitemid 351312872)
    • (2008) ISPRS Journal of Photogrammetry and Remote Sensing , vol.63 , Issue.2 , pp. 237-250
    • Mallinis, G.1    Koutsias, N.2    Tsakiri-Strati, M.3    Karteris, M.4
  • 40
    • 0029507498 scopus 로고
    • Local indicators of spatial association-LISA
    • L. Anselin, "Local indicators of spatial association-LISA," Geograph. Anal., vol. 27, no. 2, pp. 93-115, 1995.
    • (1995) Geograph. Anal. , vol.27 , Issue.2 , pp. 93-115
    • Anselin, L.1
  • 41
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: The wavelet representation
    • Jul.
    • S. G. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989.
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell. , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.G.1
  • 42
    • 0033876363 scopus 로고    scopus 로고
    • Satellite sensor image classification using cascaded architecture of neural fuzzy network
    • DOI 10.1109/36.841983
    • C.-T. Lin, Y.-C. Lee, and H.-C. Pu, "Satellite sensor image classification using cascaded architecture of neural fuzzy network," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 2, pp. 1033-1043, Mar. 2000. (Pubitemid 30594775)
    • (2000) IEEE Transactions on Geoscience and Remote Sensing , vol.38 , Issue.2 , pp. 1033-1043
    • Lin, C.-T.1    Lee, Y.-C.2    Pu, H.-C.3
  • 44
    • 35348889732 scopus 로고    scopus 로고
    • An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over Urban areas
    • DOI 10.1109/LGRS.2007.905121
    • X. Huang, L. Zhang, and P. Li, "An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over urban areas," IEEE Geosci. Remote Sens. Lett., vol. 4, no. 4, pp. 654-658, Oct. 2007. (Pubitemid 47588049)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.4 , pp. 654-658
    • Huang, X.1    Zhang, L.2    Li, P.3
  • 45
    • 13444283842 scopus 로고    scopus 로고
    • The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery
    • DOI 10.1080/01431160512331316838
    • A. Puissant, J. Hirsch, and C. Weber, "The quality of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery," Int. J. Remote Sens., vol. 26, no. 4, pp. 733-745, Feb. 2005. (Pubitemid 40210551)
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.4 , pp. 733-745
    • Puissant, A.1    Hirsch, J.2    Weber, C.3
  • 46
    • 0442311259 scopus 로고    scopus 로고
    • A cognitive pyramid for contextual classification of remote sensing images
    • Dec.
    • E. Binaghi, I. Gallo, and M. Pepe, "A cognitive pyramid for contextual classification of remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 12, pp. 2906-2922, Dec. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.12 , pp. 2906-2922
    • Binaghi, E.1    Gallo, I.2    Pepe, M.3
  • 48
    • 0027009286 scopus 로고
    • Nested-hierarchical scene models and image segmentation
    • Nov.
    • C. Woodcock and V. J. Harward, "Nested-hierarchical scene models and image segmentation," Int. J. Remote Sens., vol. 13, no. 16, pp. 3167-3187, Nov. 1992.
    • (1992) Int. J. Remote Sens. , vol.13 , Issue.16 , pp. 3167-3187
    • Woodcock, C.1    Harward, V.J.2
  • 49
    • 0030043339 scopus 로고
    • From balance of nature to hierarchical patch dynamics: A paradigm shift in ecology
    • Dec.
    • J. Wu and O. L. Loucks, "From balance of nature to hierarchical patch dynamics: A paradigm shift in ecology," Quart. Rev. Biol., vol. 70, no. 4, pp. 439-466, Dec. 1995.
    • (1995) Quart. Rev. Biol. , vol.70 , Issue.4 , pp. 439-466
    • Wu, J.1    Loucks, O.L.2
  • 51
    • 0003243224 scopus 로고    scopus 로고
    • Probabilistic outputs for support vector machines and comparison to regularized likelihood methods
    • A. J. Smola, P. Bartlett, B. Schoelkopf, and D. Schurmans, Eds. Cambridge, MA: MIT Press
    • J. Platt, "Probabilistic outputs for support vector machines and comparison to regularized likelihood methods," in Advances in Large Margin Classifiers, A. J. Smola, P. Bartlett, B. Schoelkopf, and D. Schurmans, Eds. Cambridge, MA: MIT Press, 2000, pp. 61-74.
    • (2000) Advances in Large Margin Classifiers , pp. 61-74
    • Platt, J.1
  • 52
    • 0003259364 scopus 로고    scopus 로고
    • Obtaining calibrated probability estimates from decision trees and naïve Bayesian classifiers
    • B. Zadrozny and C. Elkan, "Obtaining calibrated probability estimates from decision trees and naïve Bayesian classifiers," in Proc. 18th ICML, 2001, pp. 609-616.
    • (2001) Proc. 18th ICML , pp. 609-616
    • Zadrozny, B.1    Elkan, C.2
  • 54
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • Dec.
    • T.-F.Wu, C.-J. Lin, and R. C.Weng, "Probability estimates for multi-class classification by pairwise coupling," J. Mach. Learn. Res., vol. 5, pp. 975-1005, Dec. 2004.
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 975-1005
    • Wu, T.-F.1    Lin, C.-J.2    Weng, R.C.3
  • 55
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • DOI 10.1023/A:1012487302797
    • I. Guyon, J. Weston, S. Barnhill, and V. N. Vapnik, "Gene selection for cancer classification using support vector machines," Mach. Learn., vol. 46, no. 1-3, pp. 389-422, 2002. (Pubitemid 34129977)
    • (2002) Machine Learning , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 56
    • 33747119337 scopus 로고    scopus 로고
    • Support vector machine-based feature selection for land cover classification: A case study with DAIS hyperspectral data
    • DOI 10.1080/01431160500242515, PII H665446622546V11
    • M. Pal, "Support vector machine-based feature selection for land cover classification: A case study with DAIS hyperspectral data," Int. J. Remote Sens., vol. 27, no. 14, pp. 2877-2894, 2006. (Pubitemid 44219161)
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.14 , pp. 2877-2894
    • Pal, M.1
  • 57
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of Max-Dependency, Max-Relevance, and Min-Redundancy
    • DOI 10.1109/TPAMI.2005.159
    • H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1226-1238, Aug. 2005. (Pubitemid 41245053)
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 58
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, 2001. (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.