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@Electronic{AdobeTiff,
  Title                    = {TIFF: Revision 6.0},
  Author                   = {{ADOBE}},
  Note                     = {Acesso em 24 abr. 2013},
  Url                      = {http://partners.adobe.com/public/developer/en/tiff/TIFF6.pdf/},
  Year                     = {1992}
}

@InProceedings{MomaniEA2007,
  Title                    = {Knowledge-based semi-supervised satellite image classification},
  Author                   = {Al Momani, B. and Morrow, P. and McClean, S.},
  Booktitle                = {Proceedings...},
  Year                     = {2007},
  Organization             = {International Symposium on Signal Processing and Its Applications},
  Pages                    = {1-4},
  Publisher                = {IEEE},

  Adress                   = {Sharjah},
  Conference-location      = {Sharjah},
  Conference-number        = {9th},
  Conference-year          = {2007},
  Doi                      = {10.1109/ISSPA.2007.4555340},
  ISBN                     = {978-1-4244-0778-1},
  Org-short                = {ISSPA'07},
  Url                      = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=4555340}
}

@Article{AlmeidaFilhoEA2007,
  Title                    = {Detecting deforestation with multitemporal L-band SAR imagery: acase study in western Brazilian Amazonia},
  Author                   = {Almeida-Filho, R. and Rosenqvist, A. and Shimabukuro, Y. E. and Silva-Gomez, R.},
  Journal                  = {Int. J. Remote Sens.},
  Year                     = {2007},

  Month                    = {January},
  Pages                    = {1383--1390},
  Volume                   = {28},

  Address                  = {Bristol, PA, USA},
  Doi                      = {10.1080/01431160600754591},
  ISSN                     = {0143-1161},
  Issue                    = {6},
  Numpages                 = {8},
  Publisher                = {Taylor \& Francis, Inc.}
}

@InProceedings{AlvesEA2009,
  Title                    = {Mapeamento das novas formas de ocupa{\c{c}}{\~a}o urbana por meio da an{\'a}lise orientada a objeto. Estudo de caso: aglomera{\c{c}}{\~a}o urbana de Piracicaba},
  Author                   = {Alves, C. D. and Pereira, M. N. and Florenzano,T. G.},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Pages                    = {569--576},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais},

  Conference-location      = {Natal},
  Conference-year          = {2009},
  ISBN                     = {978-85-17-00044-7},
  Org-short                = {SBSR'09},
  Organisation             = {Instituto Nacional de Pesquisas Espaciais},
  Url                      = {http://urlib.net/dpi.inpe.br/sbsr@80/2008/11.14.13.23}
}

@Book{Alves2007,
  Title                    = {The stability of tropical rainforest margins, linking ecological, economic and social constraints of land use and conservation},
  Author                   = {Alves, D. S.},
  Editor                   = {T. Tscharntke and C. Leuschner and M. Zeller and E. Guhardja and A. Bidin},
  Publisher                = {Springer},
  Year                     = {2007},

  Address                  = {Verlag - Berlin},

  Pages                    = {493-512}
}

@Book{Tscharntke2007,
  Title                    = {\normalfont{Science and technology and sustainable development in Brazilian Amazon} In: TSCHARNTKE T; LEUSCHNER C; ZELLER M; GUHARDJA E; BIDIN A. (Orgs.). \bfseries{The stability of tropical rainforest margins, linking ecological, economic and social constraints of land use and conservation}},
  Author                   = {Alves, D. S.},
  Publisher                = {Springer},
  Year                     = {2007},

  Address                  = {Verlag - Berlin},

  Pages                    = {493-512}
}

@InProceedings{BandosEA2006,
  Title                    = {Semi-supervised Hyperspectral Image Classification with Graphs},
  Author                   = {Tatyana V. Bandos and Dengyong Zhou and Gustavo Camps-Valls},
  Year                     = {2006},
  Organization             = {Geoscience and Remote Sensing Symposium, 2006. IGARSS 2006. IEEE International Conference on},
  Pages                    = {3883 - 3886},

  Conference-location      = {Denver},
  Doi                      = {10.1109/IGARSS.2006.996},
  ISBN                     = {0-7803-9510-7}
}

@InProceedings{BasuEA2002,
  Title                    = {Semi-supervised Clustering by Seeding},
  Author                   = {Sugato Basu and Arindam Banerjee and R. Mooney},
  Booktitle                = {In Proceedings of 19th International Conference on Machine Learning (ICML-2002)},
  Year                     = {2002}
}

@Article{BensaidEA1996,
  Title                    = {Partially supervised clustering for image segmentation},
  Author                   = {Bensaid,A. M. and Hall,L. O. and Bezdek,J. C. and Clarke,L. P.},
  Journal                  = {Pattern Recognition},
  Year                     = {1996},
  Number                   = {5},
  Pages                    = {859-871},
  Volume                   = {29}
}

@Article{BenzEA2004,
  Title                    = {Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information},
  Author                   = {Benz, U. C. and Hofmann, P. and Willhauck, G. and Lingenfelder, I. and Heynen, M.},
  Journal                  = {ISPRS Journal of Photogrammetry and Remote Sensing},
  Year                     = {2004},
  Number                   = {3-4},
  Pages                    = {239 - 258},
  Volume                   = {58},

  Doi                      = {10.1016/j.isprsjprs.2003.10.002},
  ISSN                     = {0924-2716}
}

@Article{BerthodEA1996,
  Title                    = {Bayesian image classification using Markov random fields},
  Author                   = {Berthod, M. and Kato, K. and Yu, S. and Zerubia, J.},
  Journal                  = {Image Vision Computing},
  Year                     = {1996},
  Number                   = {4},
  Pages                    = {285-295},
  Volume                   = {14},

  Doi                      = {dx.doi.org/10.1016/0262-8856(95)01072-6}
}

@Article{Besag1986,
  Title                    = {{On the statistical analysis of dirty pictures}},
  Author                   = {Besag, J.},
  Journal                  = {Journal of the Royal Statistical Society},
  Year                     = {1986},
  Pages                    = {259-302},
  Volume                   = {B-48}
}

@Conference{Besbes2009,
  Title                    = {{C}ontextual {C}lassification of {H}igh-{R}esolution {S}atellite {I}mages},
  Author                   = {Besbes, O. and Boujemaa, N and Belhadj, Z},
  Booktitle                = {IEEE Symposium on Computational Intelligence for Image Processing},
  Year                     = {2009},

  Address                  = {Waterloo, Canada},
  Pages                    = {41-47}
}

@Article{BinaghiEA2003,
  Title                    = {A cognitive pyramid for contextual classification of remote sensing images},
  Author                   = {Binaghi, E. and Gallo, I. and Pepe, M.},
  Journal                  = {IEEE Transaction on Geoscience and Remote Sensing},
  Year                     = {2003},
  Number                   = {12},
  Pages                    = {2906-2922},
  Volume                   = {41},

  __markedentry            = {[rogerio]},
  Doi                      = {10.1109/TGRS.2003.815409}
}

@Article{BinaghiEA1997,
  Title                    = {Fuzzy contextual classification of multisource remote sensing images},
  Author                   = {Binaghi, E. and Madella, P. and {Grazia Montesano}, M. and Rampini, A.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {1997},

  Month                    = {mar},
  Pages                    = {326-340},
  Volume                   = {35},

  Doi                      = {10.1109/36.563272}
}

@Book{Bishop2007,
  Title                    = {Pattern Recognition and Machine Learning},
  Author                   = {Christopher M. Bishop},
  Year                     = {2007},
  Edition                  = {1},

  ISBN                     = {0387310738}
}

@InProceedings{BlumMitchell1998,
  Title                    = {Combining Labeled and Unlabeled Data with Co-Training},
  Author                   = {Avrim Blum and Tom Mitchell},
  Year                     = {1998},
  Pages                    = {92--100},
  Publisher                = {Morgan Kaufmann Publishers}
}

@InProceedings{BoserGuyonVapnik1992,
  Title                    = {A Training Algorithm for Optimal Margin Classifiers},
  Author                   = {Boser, B. E. and Guyon, I. M. and Vapnik, V. N.},
  Booktitle                = {Proceedings...},
  Year                     = {1992},

  Address                  = {Pittsburgh},
  Organization             = {Annual Workshop on Computational Learning Theory},
  Pages                    = {144--152},
  Publisher                = {ACM Press},

  Conference-location      = {Pittsburgh},
  Conference-number        = {5},
  Conference-year          = {1992},
  Doi                      = {10.1145/130385.130401},
  ISBN                     = {0-89791-497-X}
}

@Article{BovoloBruzzone2005,
  Title                    = {A Context-Sensitive Technique Based on {S}upport {V}ector {M}achines for Image Classification},
  Author                   = {Bovolo, F. and Bruzzone, L.},
  Year                     = {2005},
  Pages                    = {260-265},
  Volume                   = {3776},

  Address                  = {Kolkata},
  Booktitle                = {Pattern Recognition and Machine Intelligence},
  Doi                      = {10.1007/11590316_36},
  ISBN                     = {3-540-30506-8},
  Publisher                = {Springer},
  Series                   = {Lecture Notes in Computer Science}
}

@InProceedings{BovoloEA2006,
  Title                    = {A Novel Context-Sensitive {SVM} for Classification of Remote SensingImages},
  Author                   = {Bovolo, F. and Bruzzone, L. and Marconcini, M.},
  Booktitle                = {Proceedings...},
  Year                     = {2006},

  Address                  = {Denver},
  Organization             = {International Geoscience and Remote Sensing Symposium},
  Pages                    = {2498-2501},
  Publisher                = {IEEE},

  Conference-location      = {Denver},
  Conference-year          = {2006},
  ISBN                     = {0-7803-9510-7 },
  Org-short                = {IGARSS'06}
}

@Article{BruzzoneEA2006,
  Title                    = {A Novel Transductive {SVM} for Semisupervised Classification of Remote-Sensing Images},
  Author                   = {Bruzzone, L. and Mingmin Chi and Marconcini, M.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2006},
  Pages                    = {3363-3373},

  Doi                      = {10.1109/TGRS.2006.877950},
  ISBN                     = {0196-2892}
}

@InProceedings{BruzzoneEA2007,
  Title                    = {Fusion of spectral and spatial information by a novel {SVM} classification technique},
  Author                   = {Bruzzone, L. and Marconcini, M. and Persello, C. },
  Booktitle                = {IEEE International Geoscience and Remote Sensing Symposium},
  Year                     = {2007},
  Pages                    = {4838-4841},

  Doi                      = {10.1109/IGARSS.2007.4423944},
  Location                 = {Barcelona}
}

@Article{BruzzonePersello2009,
  Title                    = {A Novel Context-Sensitive Semisupervised {SVM} Classifier RobusttoMislabeled Training Samples},
  Author                   = {Bruzzone, L. and Persello, C.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2009},
  Number                   = {7},
  Pages                    = {2142-2154},
  Volume                   = {47},

  Doi                      = {10.1109/TGRS.2008.2011983}
}

@Book{BustosFrery1992,
  Title                    = {Simulação estocástica: teoria e algoritmos},
  Author                   = {Bustos, O. H. and Frery, A. C},
  Publisher                = {{IMPA}},
  Year                     = {1992}
}

@Misc{CamaraEA2006,
  Title                    = {Metodologia para o C{\'a}lculo da Taxa Anual de Desmatamento na Amaz{\^o}nia Legal},

  Author                   = {Gilberto C{\^a}mara and Dalton de Morisson Valeriano and Jo{\~a}o Vianei Soares},
  Year                     = {2006},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Instituto Nacional de Pesquisas Espaciais},
  Url                      = {http://www.obt.inpe.br/prodes/metodologia.pdf}
}

@InProceedings{ChesnelEA2007,
  Title                    = {{O}bject oriented assessment of damage due to natural disaster using very high resolution images},
  Author                   = {{C}hesnel, {A}nne-{L}ise and {B}inet, {R}enaud and {W}ald, {L}ucien},
  Booktitle                = {{P}roceedings, 2007 {IEEE} {I}nternational {G}eoscience \& {R}emote {S}ensing {S}ymposium ({IGARSS} 2007) 2007 {IEEE} {I}nternational {G}eoscience \& {R}emote {S}ensing {S}ymposium ({IGARSS} 2007) },
  Year                     = {2007},

  Address                  = {{B}arcelona},
  Pages                    = {3736-3739 },
  Publisher                = {{IEEE} },

  Doi                      = {10.1109/IGARSS.2007.4423655 },
  ISBN                     = {978-1-4244-1211-2},
  Url                      = {http://hal-ensmp.archives-ouvertes.fr/hal-00464796/PDF/IGARSS07_chesnel.pdf}
}

@Article{CampVallsEA2006,
  Title                    = {Composite kernels for hyperspectral image classification},
  Author                   = {Camps-Valls, G. and Gomez-Chova, L. and Munoz-Mari, J. and Vila-Frances, J. and Calpe-Maravilla, J.},
  Journal                  = {IEEE Geoscience and Remote Sensing Letters},
  Year                     = {2006},
  Number                   = {1},
  Pages                    = {93-97},
  Volume                   = {3},

  ISSN                     = {1545-598X}
}

@Article{CampsVallsEA2007,
  Title                    = {Semi-supervised graph-based hyperspectral image classification},
  Author                   = {Camps-Valls, G. and Tatyana, V. B and Zhou, D},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2007},
  Pages                    = {2044--3054},
  Volume                   = {45}
}

@InProceedings{ChandolaVatsavai2010,
  Title                    = {Multi-temporal remote sensing image classification - A multi-view approach},
  Author                   = {Varun Chandola and Ranga Raju Vatsavai},
  Year                     = {2010},
  Organization             = {Intelligent Data Understanding, Conference on},
  Pages                    = {258-270}
}

@Article{ChangEA2011,
  Title                    = {{LIBSVM}: A library for support vector machines},
  Author                   = {Chang, C. and Lin, C.},
  Journal                  = {ACM Transactions on Intelligent Systems and Technology},
  Year                     = {2011},
  Pages                    = {1-27},
  Volume                   = {2},

  Issue                    = {3}
}

@Book{Chapelle2006,
  Title                    = {Semi-Supervised Learning},
  Author                   = {O. Chapelle and B. Sch{\"o}lkopf and A. Zien},
  Publisher                = {MIT Press},
  Year                     = {2006},

  Address                  = {Cambridge, MA}
}

@InProceedings{Chesnel2007,
  Title                    = {Object oriented assessment of damage due to natural disaster usingvery high resolution images},
  Author                   = {Chesnel, A. and Binet, R. and Wald, L.},
  Booktitle                = {Proceedings...},
  Year                     = {2007},

  Address                  = {Barcelona},
  Organization             = {International Geoscience and Remote Sensing Symposium},
  Pages                    = {3736-3739},
  Publisher                = {IEEE},

  Conference-location      = {Barcelona},
  Conference-year          = {2007},
  ISBN                     = {978-1-4244-1211-2},
  Org-short                = {IGARSS'07}
}

@InProceedings{CireloCozman2003,
  Title                    = {Aprendizado de Semi-Supervisionado de Classificadores Bayesianos Utilizando Testes de Independ{\^e}ncia},
  Author                   = {Marcelo C. Cirelo and Fabio G. Cozman},
  Year                     = {2003},
  Organization             = {IV Encontro Nacional de Inteligência Artificial},

  Conference-location      = {Campinas},
  Url                      = {http://www.poli.usp.br/p/fabio.cozman/Publications/Article/cirelo-cozman-enia2003.pdf}
}

@Article{CloudePottier1997,
  Title                    = {An entropy based classification scheme for land applications of polarimetric SAR},
  Author                   = {Cloude, S. R. and Pottier, E.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {1997},

  Month                    = {Jan},
  Number                   = {1},
  Pages                    = {68-78},
  Volume                   = {35},

  Doi                      = {10.1109/36.551935},
  ISSN                     = {0196-2892}
}

@InProceedings{Cohenca2007,
  Title                    = {Evolu��o anual de desmatamentos na Floresta Nacional do Tapaj�s de1997 a 2005},
  Author                   = {Cohenca, Daniel},
  Year                     = {2007},
  Organization             = {Simp�sio Brasileiro de Sensoriamento Remoto, XIII},
  Pages                    = {6653--6660},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais},

  Conference-location      = {Florian�polis},
  ISBN                     = {978-85-17-00031-7},
  Url                      = {http://urlib.net/dpi.inpe.br/sbsr@80/2006/11.12.00.34}
}

@Other{Cohenca2005,
  Title                    = {A expansão da fronteira agrícola e sua relação com o desmatamento detectado em imagens Landsat TM e ETM+ na região norte da BR-163, Pará entre os anos de 1999 a 2004},
  Address                  = {Lavras},
  Author                   = {Daniel Cohenca},
  Institution              = {Universidade Federal de Lavras - UFLA},
  Year                     = {2005}
}

@Book{Congalton2009,
  Title                    = {Assessing the accuracy of remotely sensed data},
  Author                   = {Congalton, R. G. and Green, K.},
  Publisher                = {CRC Press},
  Year                     = {2009},

  Address                  = {Boca Raton},

  ISBN                     = {978-1-4200-5512-2},
  Pages                    = {183},
  Subtitle                 = {principles and practices}
}

@Book{Congalton1999,
  Title                    = {Assessing the accuracy of remotely sensed data: \normalfont{principles and practices}},
  Author                   = {Congalton, R. G. and Green, K.},
  Publisher                = {Lewis Publisher},
  Year                     = {1999},

  Address                  = {New York},

  Pages                    = {137}
}

@Other{Correia1998,
  Title                    = {Desenvolvimento de Classificadores de M\'{a}xima Verossimilhan\c{c}a e ICM para Imagens SAR Polarim\'{e}tricas},
  Address                  = {S\~{a}o Jos\'{e} dos Campos},
  Author                   = {A. H. Correia},
  Pages                    = {275},
  School                   = {Instituto Nacional de Pesquisas Espaciais},
  Type                     = {Mestrado em Sensoriamento Remoto},
  Year                     = {1999}
}

@Article{Cortijo1998,
  Title                    = {Improving classical contextual classifications},
  Author                   = {Cortijo, F. J. and Blanca, N. P.},
  Journal                  = {International Journal of Remote Sensing},
  Year                     = {1998},
  Number                   = {8},
  Pages                    = {1591-1613},
  Volume                   = {19}
}

@PhdThesis{Cratochvil1999,
  Title                    = {Data mining techniques in supporting decision making},
  Author                   = {Cratochvil, A},
  School                   = {Universiteit Leiden},
  Year                     = {1999}
}

@Article{DempsterEA1977,
  Title                    = {{M}aximum {L}ikelihood from {I}ncomplete {D}ata via the {EM} {A}lgorithm},
  Author                   = {Dempster, Arthur P. and Laird, Nan M. and Rdin, Donald B.},
  Journal                  = {JOURNAL OF THE ROYAL STATISTICAL SOCIETY, SERIES B},
  Year                     = {1977},
  Number                   = {1},
  Pages                    = {1--38},
  Volume                   = {39}
}

@Article{DeshengFan2010,
  Title                    = {{Assessing object-based classification: advantages and limitations}},
  Author                   = {Desheng, L. and Fan, X.},
  Journal                  = {Remote Sensing Letters},
  Year                     = {2010},
  Number                   = {4},
  Pages                    = {187-194},
  Volume                   = {1},

  Doi                      = {10.1080/01431161003743173},
  Publisher                = {Taylor \& Francis}
}

@PhdThesis{Dias2001,
  Title                    = {Um modelo de formalização do processo de desenvolvimento de sistemas de descoberta de conhecimento em banco de dados},
  Author                   = {Dias, M. M.},
  School                   = {Universidade Federal de Santa Catarina},
  Year                     = {2001},

  Address                  = {Florianópolis},
  Type                     = {Tese (Doutorado em Engenharia de Produção)},

  Pages                    = {212}
}

@Article{DongEA2005,
  Title                    = {Fast SVM training algorithm with decomposition on very large data sets},
  Author                   = {Dong, J. and Krzyzak, A. and Suen, C. Y.},
  Journal                  = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  Year                     = {2005},
  Number                   = {4},
  Pages                    = {603--618},
  Volume                   = {27},

  Doi                      = {10.1109/TPAMI.2005.77}
}

@Article{Efron1979,
  Title                    = {{Bootstrap Methods: Another Look at the Jackknife}},
  Author                   = {Efron, B.},
  Journal                  = {The Annals of Statistics},
  Year                     = {1979},
  Number                   = {1},
  Pages                    = {1-26},
  Volume                   = {7},

  Doi                      = {10.2307/2958830},
  ISSN                     = {00905364},
  Publisher                = {Institute of Mathematical Statistics}
}

@Book{EfronTibshirani1993,
  Title                    = {An introduction to the bootstrap},
  Author                   = {Efron, B. and Tibshirani, R. J.},
  Publisher                = {Chapman \& Hall},
  Year                     = {1993},

  Address                  = {New York},

  Pages                    = {436}
}

@Electronic{ExilisIDL,
  Title                    = {Exelis: visual information solutions},
  Author                   = {{EXELIS}},
  Note                     = {Acesso em 17 abr. 2013},
  Url                      = {http://www.exelisvis.com/},
  Year                     = {2012}
}

@Article{FaragEA2005,
  Title                    = {A unified framework for MAP estimation in remote sensing image segmentation},
  Author                   = {Farag, A. A. and Mohamed, R. M. and El-Baz, A.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2005},
  Number                   = {7},
  Pages                    = {1617-1634},
  Volume                   = {43},

  Ee                       = {http://dx.doi.org/10.1109/TGRS.2005.849059}
}

@Article{FreitasEA2008,
  Title                    = {Land Use and Land Cover Mapping in the {B}razilian {A}mazon Using Polarimetric Airborne{P}-{B}and {SAR} Data},
  Author                   = {Freitas, C. C. and Soler, L. and Sant'Anna, S. J. S. and Dutra, L. V. and Santos, J. R. and Mura, J. C. and Correia, A. H.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2008},
  Number                   = {10},
  Pages                    = {2956-2970},
  Volume                   = {46},

  Doi                      = {10.1109/TGRS.2008.2000630}
}

@Article{FreryEA1997,
  Title                    = {A model for extremely heterogeneous clutter},
  Author                   = {Frery, A.C. and Muller, H.-J. and Yanasse, C.C.F. and Sant'Anna, S.J.S.},
  Journal                  = {Geoscience and Remote Sensing, IEEE Transactions on},
  Year                     = {1997},

  Month                    = may,
  Number                   = {3},
  Pages                    = {648 -659},
  Volume                   = {35},

  Doi                      = {10.1109/36.581981},
  ISSN                     = {0196-2892}
}

@Article{FreryEA2007,
  Title                    = {Classifying Multifrequency Fully Polarimetric Imagery With Multiple Sources of Statistical Evidence and Contextual Information},
  Author                   = {Frery, A. C. and Correia, A. H. and Freitas, C. C.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2007},

  Month                    = oct,
  Pages                    = {3098-3109},
  Volume                   = {45},

  Doi                      = {10.1109/TGRS.2007.903828}
}

@InProceedings{FreryEA1995,
  Title                    = {Statistical characterization of SAR data: The multiplicative model and extensions},
  Author                   = {Frery, A. C. and Freitas, C. C. and Santaanna, S. J. S.},
  Booktitle                = {Simposio Latinoamericano de Percepción Remota, SELPER},
  Year                     = {1995},
  Pages                    = {502-515}
}

@Article{FriedrichsIgel2005,
  Title                    = {{Evolutionary tuning of multiple SVM parameters}},
  Author                   = {Friedrichs, F. and Igel, C.},
  Journal                  = {Neurocomputing},
  Year                     = {2005},
  Pages                    = {107--117},
  Volume                   = {64},

  Doi                      = {10.1016/j.neucom.2004.11.022},
  ISSN                     = {09252312}
}

@Article{Geman1984,
  Title                    = {{S}tochastic relaxation, {G}ibbs distributions and the {B}ayesian restoration of images},
  Author                   = {Geman, S. and Geman, D.},
  Journal                  = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  Year                     = {1984},
  Number                   = {6},
  Pages                    = {721-741},
  Volume                   = {6},

  Doi                      = {10.1080/02664769300000058}
}

@InProceedings{GigandetEA2005,
  Title                    = {Region-based satellite image classification: method and validation},
  Author                   = {Gigandet, X. and Cuadra, M. B. and Pointet, A. and Cammoun, L. andCaloz, R. and Thiran, J.},
  Booktitle                = {IEEE International Conferenceon Image Processing},
  Year                     = {2005},
  Pages                    = {832-835},
  Volume                   = {3},

  Doi                      = {10.1109/ICIP.2005.1530521}
}

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  Title                    = {Semi-Supervised Remote Sensing Image Classification based on Clustering and the Mean Map Kernel},
  Author                   = {Gomez-Chova, L. and Bruzzone, L. and Camps-Valls, G. and Calpe-Maravilla, J.},
  Year                     = {2008},
  Number                   = {4},
  Organization             = {Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008. IEEE International},
  Pages                    = {391-394},

  Doi                      = {10.1109/IGARSS.2008.4779740},
  ISBN                     = {978-1-4244-2807-6}
}

@Book{GonzalesWoods20073ed,
  Title                    = {{Digital Image Processing}},
  Author                   = {Gonzalez, R. C. and Woods, R. E.},
  Publisher                = {Prentice Hall},
  Year                     = {2007},
  Edition                  = {3rd},

  ISBN                     = {013168728X}
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@Book{GonzalezWoods2001,
  Title                    = {{Digital Image Processing}},
  Author                   = {Gonzalez, R. C. and Woods, R. E.},
  Publisher                = {Addison-Wesley Longman Publishing Co., Inc.},
  Year                     = {2001},

  Address                  = {Boston, MA, USA},

  ISBN                     = {0201180758},
  Keywords                 = {analysis, image, processing}
}

@Article{GuoEA2007,
  Title                    = {An Object-Based Classification Approach in Mapping Tree Mortality Using High Spatial Resolution Imagery},
  Author                   = {Guo, Qinghua and Kelly, Maggi and Gong, Peng and Liu, Desheng},
  Journal                  = {GIScience Remote Sensing},
  Year                     = {2007},
  Number                   = {1},
  Pages                    = {24--47},
  Volume                   = {44}
}

@Article{GurneyTownsend1983,
  Title                    = {The use of contextual information in the classification of remotely sensed data},
  Author                   = {Gurney, C. M. and Townsend, J. R. G.},
  Journal                  = {Photogrammetric Engineering and Remote Sensing},
  Year                     = {1983},
  Number                   = {49},
  Pages                    = {55-64}
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@Article{GurramKwon2013,
  Title                    = {Contextual {SVM} Using {H}ilbert Space Embedding for Hyperspectral Classification},
  Author                   = {Gurram, P. and Kwon, H.},
  Journal                  = {IEEE Geoscience and Remote Sensing Letters},
  Year                     = {2013},
  Number                   = {5},
  Pages                    = {1031-1034},
  Volume                   = {10},

  Doi                      = {10.1109/LGRS.2012.2227934}
}

@MastersThesis{Gutierrez2010,
  Title                    = {Classificação Semi-Supervisionada Baseada em Desacordo por Similaridade},
  Author                   = {Victor Antonio Laguna Guti{\'e}rrez},
  School                   = {ICMC-USP},
  Year                     = {2010},

  Address                  = {S\~{a}o Carlos},

  Url                      = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-21062010-142145/}
}

@InProceedings{HanschHellwich2009,
  Title                    = {Semi-supervised learning for classification of polarimetric SAR-data},
  Author                   = {H{\"a}nsch, R. and Hellwich, O.},
  Year                     = {2009},
  Organization             = {Geoscience and Remote Sensing Symposium,2009 IEEE International},
  Pages                    = {III-987 - III-990},

  Conference-location      = {Cape Town},
  Doi                      = {10.1109/IGARSS.2009.5417941 },
  ISBN                     = {978-1-4244-3394-0}
}

@Article{HallEA2009,
  Title                    = {The WEKA Data Mining Software: An Update},
  Author                   = {Hall, M. and Frank, E. and Holmes, G. and Pfahringer, B. and Reutemann, P. and Witten, I. H.},
  Journal                  = {SIGKDD Explor. Newsletter},
  Year                     = {2009},
  Number                   = {1},
  Pages                    = {10--18},
  Volume                   = {11},

  Address                  = {New York, NY, USA},
  ISSN                     = {1931-0145},
  Publisher                = {ACM}
}

@InProceedings{Hamel2006,
  Title                    = {Visualization of {S}upport {V}ector {M}achines with Unsupervised Learning},
  Author                   = {Hamel, L.},
  Booktitle                = {Proceedings...},
  Year                     = {2006},

  Address                  = {Toronto},
  Organization             = {Symposium on Computational Intelligence in Bioinformatics andComputational Biology},
  Pages                    = {1-8},
  Publisher                = {IEEE},

  Conference-location      = {Toranto},
  Conference-year          = {2006},
  ISBN                     = {1-4244-0623-4},
  Org-short                = {CIBCB'06}
}

@TechReport{HsuEA2000,
  Title                    = {A practical guide to support vector classification},
  Author                   = {Hsu, C. and Chang, C. and Lin, C.},
  Institution              = {Department of Computer Science, National Taiwan University},
  Year                     = {2010},

  Address                  = {Taiwan},
  Note                     = {Relat\'orio t\'ecnico},

  Location                 = {National Taiwan University}
}

@Article{HsuLin2002,
  Title                    = {A comparison of methods for multiclass {S}upport {V}ector {M}achines},
  Author                   = {Hsu, C. and Lin, C.},
  Journal                  = {IEEE Transactions on Neural Networks},
  Year                     = {2002},
  Number                   = {2},
  Pages                    = {415-425},
  Volume                   = {13},

  Doi                      = {10.1109/72.991427}
}

@Misc{INPE2009,
  Title                    = {Programa de cálculo do desflorestamento da {A}mazônia},

  Author                   = {INPE},
  Month                    = {Fevereiro},
  Year                     = {2009},

  Organization             = {Instituto Nacional de Pesquisas Espaciais},
  Url                      = {http://www.obt.inpe.br/prodes/}
}

@TechReport{WestonWatkins1998,
  Title                    = {Multi-class support vector machines},
  Author                   = {Weston J. and Watkins, C.},
  Institution              = {University of London},
  Year                     = {1998},

  Address                  = {Royal Holloway},
  Note                     = {Technical Report CSD-TR-98–04}
}

@InCollection{Joachims1999svmlight,
  Title                    = {Making large-scale {S}upport {V}ector {M}achine learning practical},
  Author                   = {Joachims, T.},
  Publisher                = {MIT Press},
  Year                     = {1999},

  Address                  = {Cambridge},
  Editor                   = {Sch\"{O}lkopf, B. and Burges, C. J. C. and Smola, A. J.},
  Note                     = {Advances in Kernel Methods},
  Pages                    = {169-184},

  ISBN                     = {0-262-19416-3}
}

@InProceedings{Joachins1999,
  Title                    = {Transductive Inference for Text Classification using Support Vector Machines},
  Author                   = {Joachims, Thorsten},
  Booktitle                = {Proceedings of ICML-99, 16th International Conference on Machine Learning},
  Year                     = {1999},

  Address                  = {Bled, SL},
  Pages                    = {200--209},
  Publisher                = {Morgan Kaufmann Publishers, San Francisco, US}
}

@Article{KartikeyanEA1994,
  Title                    = {Contextual techniques for classification of high and low resolution remote sensing data},
  Author                   = {B. Kartikeyan and B. Gopalakrishna and M. H. Kalubarme and K. L. Majumder},
  Journal                  = {International Journal of Remote Sensing},
  Year                     = {1994},

  Month                    = {March},
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  Pages                    = {1037-1051},
  Volume                   = {15}
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@InProceedings{KasankoEA2007,
  Title                    = {{GEOLAND} spatial planning observatory: How remote sensing data can serve the needs of urban and regional planning},
  Author                   = {Kasanko, M. and Sagris, V. and Lavalle, C. and Barredo, J. I. and Petrov, L. and Steinnocher, K. and Loibl, W. and Hoffmann, C.},
  Booktitle                = {Proceedings...},
  Year                     = {2007},

  Address                  = {Paris},
  Organization             = {Urban Remote Sensing Joint Event},
  Pages                    = {1-10},
  Publisher                = {IEEE},

  Conference-location      = {Paris},
  Conference-number        = {2007},
  Conference-year          = {1997},
  ISBN                     = {1-4244-0712-5}
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@Article{KavzogluColkesen2009,
  Title                    = {A kernel functions analysis for {S}upport {V}ector {M}achines for land cover classification},
  Author                   = {Kavzoglu, T. T. and Colkesen, I.},
  Journal                  = {International Journal of Applied Earth Observation and Geoinformation},
  Year                     = {2009},
  Number                   = {5},
  Pages                    = {352-359},
  Volume                   = {11},

  Doi                      = {10.1016/j.jag.2009.06.002}
}

@Article{Keerthi2002,
  Title                    = {Efficient tuning of {SVM} hyperparameters using radius/margin boundand iterative algorithms},
  Author                   = {Keerthi, S.S.},
  Journal                  = {IEEE Transactions on Neural Networks},
  Year                     = {2002},
  Number                   = {5},
  Pages                    = {1225-1229},
  Volume                   = {13},

  Doi                      = {10.1109/TNN.2002.1031955}
}

@InProceedings{KhedamEA2003,
  Title                    = {Study of {ICM} parameters influence on images satellite contextual classification},
  Author                   = {Khedam, R. and Belhadj-Aissa, A. and Ranchin, T.},
  Booktitle                = {Proceedings...},
  Year                     = {2002},

  Address                  = {Prague},
  Number                   = {12},
  Organization             = {Geoinformation for European-wide Integration},
  Pages                    = {79-85},
  Publisher                = {EARSEL},

  Conference-location      = {Prague},
  Conference-number        = {12},
  Conference-year          = {2003},
  ISBN                     = {90-77017-71-2}
}

@Article{KhodadadzadehEA2011,
  Title                    = {Contextual Classification of Hyperspectral Remote Sensing ImagesUsing {SVM-PLR}},
  Author                   = {Khodadadzadeh, M. and Ghassemian, H.},
  Journal                  = {Journal of Applied Sciences Research},
  Year                     = {2011},
  Pages                    = {374-382},
  Volume                   = {7},

  Issue                    = {8}
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@InProceedings{KimPark2009,
  Title                    = {Application of Bhattacharyya kernel-based Centroid Neural Network to the classification of audio signals},
  Author                   = {Kim, J. and Park, D.},
  Booktitle                = {International Joint Conference on Neural Networks},
  Year                     = {2009},
  Pages                    = {1606-1610},

  Doi                      = {10.1109/IJCNN.2009.5179005}
}

@InProceedings{KimParker2009,
  Title                    = {Application of Bhattacharyya Kernel-based centroid neural network to the classification of audio signals},
  Author                   = {Kim, Jae-Young and Park, Dong-Chul},
  Booktitle                = {Proceedings of the 2009 international joint conference on Neural Networks},
  Year                     = {2009},
  Pages                    = {2948--2952},
  Series                   = {IJCNN'09},

  ISBN                     = {978-1-4244-3549-4},
  Location                 = {Atlanta, Georgia, USA},
  Numpages                 = {5}
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  Title                    = {Semi-supervised land cover classification of remotely sensed data using two different types of classifiers},
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  Year                     = {2009},

  Address                  = {Fukuoka},
  Organization             = {International Conference on Control, Automation and Systems},
  Pages                    = {4874-4877},
  Publisher                = {SICE},

  Conference-location      = {Fukuoka},
  Conference-year          = {2009},
  ISBN                     = {978-4-907764-34-0},
  Org-short                = {ICCAS'09}
}

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  Address                  = {San Francisco},
  Organization             = {International Joint Conference on Artificial intelligence},
  Pages                    = {1137-1143},
  Publisher                = {Morgan Kaufmann Publishers Inc.},
  Volume                   = {2},

  Conference-location      = {Montreal},
  Conference-number        = {14},
  Conference-year          = {1995},
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  Org-short                = {IJCAI'95}
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  Booktitle                = {In International Conference on Machine Learning},
  Year                     = {2003}
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  Title                    = {Expectation-Maximization x Self-Organizing Maps for Image Classification},
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  Booktitle                = {Signal Image Technology and Internet Based Systems, 2008. SITIS '08. IEEE International Conference on},
  Year                     = {2008},
  Month                    = {DEC},
  Pages                    = {359 -365},

  Doi                      = {10.1109/SITIS.2008.35}
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@InProceedings{LafargeEA2005,
  Title                    = {Textural kernel for SVM classification in remote sensing: application to forest fire detection and urban area extraction},
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  Booktitle                = {International Conference on Image Processing},
  Year                     = {2005},
  Pages                    = {1096-1099},

  Doi                      = {http://dx.doi.org/10.1109/ICIP.2005.1530587}
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  Title                    = {Statistical analysis and segmentation of multi-look SAR imagery using partial polarimetric data},
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  Booktitle                = {Geoscience and Remote Sensing Symposium, 1995. IGARSS '95. 'Quantitative Remote Sensing for Science and Applications', International},
  Year                     = {1995},
  Pages                    = {1422 -1424 vol.2},
  Volume                   = {2},

  Doi                      = {10.1109/IGARSS.1995.521768}
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@Article{Lee1994,
  Title                    = {Intensity and phase statistics of multilook polarimetric and interferometric SAR imagery},
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  Journal                  = {Geoscience and Remote Sensing, IEEE Transactions on},
  Year                     = {1994},
  Number                   = {5},
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  Volume                   = {32},

  Doi                      = {10.1109/36.312890},
  ISSN                     = {0196-2892}
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@InProceedings{Lee1994a,
  Title                    = {K-distribution for multi-look processed polarimetric SAR imagery },
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  Booktitle                = {Geoscience and Remote Sensing Symposium, 1994. IGARSS '94. Surface and Atmospheric Remote Sensing: Technologies, Data Analysis and Interpretation., International},
  Year                     = {1994},
  Pages                    = {2179 -2181 vol.4},
  Volume                   = {4},

  Doi                      = {10.1109/IGARSS.1994.399685}
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@Article{LiEA2012,
  Title                    = {A Spatial-Contextual {S}upport {V}ector {M}achine for Remotely Sensed ImageClassification},
  Author                   = {Li, C. and Kuo, B. and Lin, C. and Huang, C.},
  Journal                  = {IEEE Transactions on Geoscience and Remote Sensing},
  Year                     = {2012},
  Number                   = {3},
  Pages                    = {784-799},
  Volume                   = {50},

  Doi                      = {10.1109/TGRS.2011.2162246}
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@InProceedings{LiTeng2006,
  Title                    = {Unsupervised SVM Based on p-kernels for Anomaly Detection},
  Author                   = {Li, K. and Teng, G.},
  Booktitle                = {Proceedings...},
  Year                     = {2006},

  Address                  = {Washington},
  Organization             = {International Conference on Innovative Computing, Informationand Control},
  Pages                    = {59-62},
  Publisher                = {IEEE},
  Volume                   = {2},

  Conference-location      = {Beijing},
  Conference-number        = {1},
  Conference-year          = {2006},
  ISBN                     = {0-7695-2616-0 },
  Org-short                = {ICICIC'06}
}

@Article{LiTan2010,
  Title                    = {Tuning {SVM} parameters by using a hybrid {CLPSO-BFGS} algorithm},
  Author                   = {Li, S. and Tan, M.},
  Journal                  = {Neurocomputing},
  Year                     = {2010},
  Number                   = {10},
  Pages                    = {2089-2096},
  Volume                   = {73},

  Doi                      = {10.1016/j.neucom.2010.02.013},
  ISSN                     = {0925-2312}
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@Article{LiEA2011,
  Title                    = {Adaptive {S}upport {V}ector {M}achine and {M}arkov {R}andom {F}ield model for classifying hyperspectral imagery},
  Author                   = {Li, S. and Zhang, B. and Chen, D. and Gao, L. and Peng, M.},
  Journal                  = {Journal of Applied Remote Sensing},
  Year                     = {2011},
  Number                   = {1},
  Pages                    = {1-11},
  Volume                   = {5},

  Doi                      = {10.1117/1.3609847}
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@Article{LinEA2007,
  Title                    = {A note on {P}latt's probabilistic outputs for support vector machines},
  Author                   = {Lin, H. and Lin, C. and Weng, R. C.},
  Journal                  = {Machine Learning},
  Year                     = {2007},
  Number                   = {3},
  Pages                    = {267-276},
  Volume                   = {68},

  Doi                      = {10.1007/s10994-007-5018-6}
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@Article{LinEA2008,
  Title                    = {Parameter determination of {S}upport {V}ector {M}achine and feature selection using simulated annealing approach},
  Author                   = {Lin, S. and Lee, Z. and Chen, S. and Tseng, T.},
  Journal                  = {Applied Software Computing},
  Year                     = {2008},
  Number                   = {4},
  Pages                    = {1505-1512},
  Volume                   = {8},

  Doi                      = {10.1016/j.asoc.2007.10.012}
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@Article{LiuXia2010,
  Title                    = {Assessing object-based classification: advantages and limitations},
  Author                   = {Liu, Desheng and Xia, Fan},
  Journal                  = {Remote Sensing Letters},
  Year                     = {2010},
  Number                   = {4},
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  Publisher                = {Taylor \& Francis}
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@PhdThesis{Lorena2006,
  Title                    = {Investiga\c{c}\~{a}o de estrat\'{e}gias para a gera\c{c}\~{a}o de m\'{a}quinas de vetores de suporte multiclasses},
  Author                   = {Lorena, A. C.},
  School                   = {Instituto de Ci\^{e}ncias Matem\'{a}ticas e de Computa\c{c}\~{a}o,Universidade de S\~{a}o Paulo},
  Year                     = {2006}
}

@Article{LuWeng2007,
  Title                    = {A survey of image classification methods and techniques for improving classification performance},
  Author                   = {Lu, D. and Weng, Q.},
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  Year                     = {2007},
  Number                   = {5},
  Pages                    = {823--870},
  Volume                   = {28},

  Address                  = {Bristol, PA, USA},
  Doi                      = {10.1080/01431160600746456},
  ISSN                     = {0143-1161},
  Posted-at                = {2008-01-06 16:54:07},
  Priority                 = {4},
  Publisher                = {Taylor \&amp; Francis, Inc.}
}

@TechReport{Marroquin1987,
  Title                    = {Probabilistic solution of ill-posed problems in computational vision},
  Author                   = {Marroquin, J. and Mitter, S. and Poggio, T.},
  Year                     = {1987},

  Address                  = {Cambridge},
  Note                     = {Relat\'orio t\'ecnico},

  Publisher                = {Massachusetts Institute of Technology}
}

@Book{Mather2004,
  Title                    = {Computer Processing of Remotely-Sensed Images : An Introduction},
  Author                   = {Mather, P. M.},
  Publisher                = {{John Wiley \& Sons}},
  Year                     = {2004},
  Month                    = jun,

  Day                      = {11},
  ISBN                     = {0470849193},
  Keywords                 = {image\_analysis, remote\_sensing}
}

@MastersThesis{Matsubara2004,
  Title                    = {O Algoritmo de Aprendizado Semi-Supervisionado Co-training e sua Aplica��o na Rotula��o de Documentos},
  Author                   = {Edson Takashi Matsubara},
  School                   = {ICMC-USP},
  Year                     = {2004},

  Address                  = {S�o Carlos - SP},
  Type                     = {Disserta��o de Mestrado},

  Url                      = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-19082004-092311/}
}

@InProceedings{MatsubaraEA2005,
  Title                    = {Utilizando Algoritmos de Aprendizado Semi-supervisionados Multi-vis�o como Rotuladores de Texto},
  Author                   = {Edson Takashi Matsubara and Maria Carolina Monard and Gustavo E.A.P.A Batista},
  Booktitle                = {Anais do Workshop em Tecnologia da Informa��o de da Linguagem Humana (TIL2005)},
  Year                     = {2005},
  Pages                    = {2108--2117}
}

@Article{MelganiBruzzone2004,
  Title                    = {Classification of hyperspectral remote sensing images with support vector machines},
  Author                   = {Melgani, F. and Bruzzone, L.},
  Journal                  = {Geoscience and Remote Sensing, IEEE Transactions on},
  Year                     = {2004},
  Number                   = {8},
  Pages                    = {1778-1790},
  Volume                   = {42},

  ISSN                     = {0196-2892}
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  Title                    = {Estudo das varia{\c{c}}{\~o}es espa{\c{c}}o-temporais de f{\'a}cies de geleiras da regi{\~a}o nordeste da pen{\'{\i}}nsula Ant{\'a}rtica (1993-2000) atrav{\'e}s de imagens {ERS AMI SAR}},
  Author                   = {{MENDES J{\'U}NIOR}, C. W. and Arigony-Neto, J and Ribeiro, R. R. and Sim{\~o}es, J. C.},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14.(SBSR)},
  Pages                    = {7331--7338},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais (INPE)},

  Conference-location      = {Natal},
  ISBN                     = {978-85-17-00044-7}
}

@Article{MikaEA1999,
  Title                    = {{Fisher discriminant analysis with kernels}},
  Author                   = {Mika, S. and Ratsch, G. and Weston, J. and Scholkopf, B. and Mullers, K. R.},
  Journal                  = {IEEE Signal Processing Society Workshop},
  Year                     = {1999},
  Pages                    = {41-48},

  ISBN                     = {0-7803-5673-x},
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  Publisher                = {IEEE}
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@Misc{IBAMA2004,
  Title                    = {FLORESTA NACIONAL DO TAPAJÓS: PLANO DE MANEJO (Volume I – INFORMAÇÕES GERAIS)},

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  Month                    = {Novembro},
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@Book{Mood1974,
  Title                    = {Introduction to the theory of statistics},
  Author                   = {Mood, A. M. and Boes, D. C. and Graybill, F. A.},
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@InProceedings{MorenoEA2004,
  Title                    = {A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications},
  Author                   = {Moreno, P. J. and Ho, P. P. and Vasconcelos, N.},
  Booktitle                = {IN ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 16},
  Year                     = {2004},
  Publisher                = {MIT Press}
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@InProceedings{MoserSerpico2010,
  Title                    = {Contextual remote-sensing image classification by {S}upport {V}ector{M}achines and {M}arkov {R}andom {F}ields},
  Author                   = {Moser, G. and Serpico, S. B.},
  Booktitle                = {IEEE International Geoscience and Remote Sensing Symposium},
  Year                     = {2010},
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  Doi                      = {10.1109/IGARSS.2010.5651182},
  Location                 = {Honolulu}
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@Article{MountrakisEA2011,
  Title                    = {{S}upport {V}ector {M}achines in {R}emote {S}ensing: A review},
  Author                   = {Mountrakis, G. and Im, J. and Ogole, C.},
  Journal                  = {{ISPRS} Journal of Photogrammetry and Remote Sensing Society},
  Year                     = {2011},
  Number                   = {3},
  Pages                    = {247-259},
  Volume                   = {66},

  Doi                      = {10.1016/j.isprsjprs.2010.11.001}
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@PhdThesis{NegriTese2013,
  Title                    = {M{\'a}quina de Vetores de Suporte Adaptativa ao Contexto: formaliza{\c{c}}{\~a}o e aplica{\c{c}}{\~o}es em Sensoriamento Remoto},
  Author                   = {Negri, R. G.},
  School                   = {Instituto Nacional de Pesquisas Espaciais},
  Year                     = {2013},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},

  Pages                    = {166}
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@InProceedings{NegriEA2012,
  Title                    = {{S}upport {V}ector {M}achine and {B}hattacharrya kernel function for regionbased classification},
  Author                   = {Negri, R. G. and Dutra, L. V. and Sant'Anna, S. J. S.},
  Booktitle                = {Proceedings...},
  Year                     = {2012},

  Address                  = {Munich},
  Organization             = {International Geoscience and Remote Sensing Symposium},
  Pages                    = {5422-5425},
  Publisher                = {IEEE},

  Conference-location      = {Munich},
  Conference-year          = {2012},
  Org-short                = {IGARSS'12}
}

@Article{NegriEA2012ciarp,
  Title                    = {Stochastic Approaches of Minimum Distance Method for Region Based Classification},
  Author                   = {Negri, R. G. and Dutra, L. V. and Sant'Anna, S. J. S.},
  Year                     = {2012},
  Pages                    = {797-804},
  Volume                   = {7441},

  Booktitle                = {Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications},
  Doi                      = {10.1007/978-3-642-33275-3-98},
  Publisher                = {Springer Berlin Heidelberg},
  Series                   = {Lecture Notes in Computer Science}
}

@Article{Negri-Rita2013,
  Title                    = {Aplica\c{c}\~{a}o de Modelos de Aprendizado Semissupervisionado na Classifica\c{c}\~{a}o de Imagens de Sensoriamento Remoto},
  Author                   = {Negri, R. G. and Sant'Anna, S. J. S. and Dutra, L. V.},
  Journal                  = {Revista de Inform\'{a}tica Te\'{o}rica e Aplicada},
  Year                     = {2013},
  Number                   = {2},
  Pages                    = {32-55},
  Volume                   = {20},

  ISSN                     = {2175-2745}
}

@InProceedings{NiedermeierEA2001,
  Title                    = {Monitoring big river estuaries using {SAR} images},
  Author                   = {Niedermeier, A. and Lehner, S. and Sanden, J.},
  Booktitle                = {Proceedings...},
  Year                     = {2001},

  Address                  = {Sydney},
  Organization             = {International Geoscience and Remote Sensing Symposium},
  Pages                    = {1756-1758},
  Publisher                = {IEEE},
  Volume                   = {4},

  Conference-location      = {Sydney},
  Conference-year          = {2001},
  ISBN                     = {0-7803-7031-7},
  Org-short                = {IGARSS'01}
}

@MastersThesis{Oliveira2006,
  Title                    = {Classificadores baseados em vetores suporte gerados a partir de dados rotulados e n�o-rotulados},
  Author                   = {Clayton Silva Oliveira},
  School                   = {PUC-USP},
  Year                     = {2006},

  Address                  = {S�o Paulo - SP},
  Type                     = {Disserta��o de Mestrado}
}

@PhdThesis{Pantaleao2012,
  Title                    = {An\'{a}lise de cen\'{a}rios para classifica\c{c}\~{a}o de dados de sensoriamento remoto usando otimiza\c{c}\~{a}o multiobjetivo e hierarquiade classes},
  Author                   = {Pantaleao, E.},
  School                   = {Instituto Nacional de Pesquisas Espaciais},
  Year                     = {2012},

  Address                  = {S\~{a}o Jos\'{e} dos Campos},

  Pages                    = {85}
}

@MastersThesis{Pires2009,
  Title                    = {Infer\^{e}ncia bayesiana objetiva e frequentista para a probabilidade de sucesso},
  Author                   = {R. M. Pires},
  School                   = {Universidade Federal de S\~{a}o Carlos},
  Year                     = {2009},

  Address                  = {S\~{a}o Carlos},

  Pages                    = {269}
}

@InCollection{Platt1999,
  Title                    = {Probabilistic Outputs for {S}upport {V}ector {M}achines and Comparisons to Regularized Likelihood Methods},
  Author                   = {Platt, J. C.},
  Publisher                = {MIT Press},
  Year                     = {2000},

  Address                  = {Cambridge},
  Editor                   = {Smola, A.J. and Bartlett, P. and Sch\"{O}elkopf, B. and Schuurmans,D.},
  Note                     = {Advances in Large Margin Classifiers},
  Pages                    = {61-74},

  ISBN                     = {9780262194488}
}

@TechReport{Platt1998,
  Title                    = {Sequential minimal optimization: A fast algorithm for training {S}upport{V}ector {M}achines},
  Author                   = {Platt, J. C.},
  Institution              = {Microsoft Research},
  Year                     = {1998},

  Address                  = { },
  Note                     = {Technical Report MSR-TR-98-14},

  Pages                    = {21}
}

@Article{Powell1985,
  Title                    = {ON THE QUADRATIC PROGRAMMING ALGORITHM OF {G}OLDFARB AND {I}DNANI.},
  Author                   = {Powell, M.J.D.},
  Journal                  = {Mathematical Programming Study},
  Year                     = {1985},
  Number                   = {25},
  Pages                    = {46-61}
}

@Article{PuEA2011,
  Title                    = {Object-based urban detailed land cover classification with high spatial resolution IKONOS imagery},
  Author                   = {Pu, Ruiliang and Landry, Shawn and Yu, Qian},
  Journal                  = {Int. J. Remote Sens.},
  Year                     = {2011},

  Month                    = jun,
  Number                   = {12},
  Pages                    = {3285--3308},
  Volume                   = {32},

  Acmid                    = {2003151},
  Address                  = {Bristol, PA, USA},
  Doi                      = {10.1080/01431161003745657},
  ISSN                     = {0143-1161},
  Issue_date               = {June 2011},
  Numpages                 = {24},
  Publisher                = {Taylor \& Francis, Inc.}
}

@InProceedings{QiEA2004,
  Title                    = {Multi-class SVM based remote sensing image classification and its semi-supervised improvement scheme},
  Author                   = {Heng-Nian Qi and Jian-Gang Yang and Yi-Wen Zhong and Chao Deng},
  Year                     = {2004},
  Number                   = {5},
  Organization             = {Machine Learning and Cybernetics, International Conference on},
  Pages                    = {3146 - 3151},

  Doi                      = {10.1109/ICMLC.2004.1378575},
  ISBN                     = {0-7803-8403-2}
}

@InProceedings{RibeiroKux2009,
  Title                    = {Classifica{\c{c}}{\~a}o Orientada a Objeto para Mapeamento do Uso do Solo - M{\'e}todos de An{\'a}lise de Expans{\~a}o Urbana},
  Author                   = {Ribeiro, B. M. G. and Kux, H. J. H.},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14.(SBSR)},
  Pages                    = {7893--7900},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais (INPE)},

  Conference-location      = {Natal},
  ISBN                     = {978-85-17-00044-7}
}

@Book{Richards1999,
  Title                    = {Remote Sensing Digital Image Analysis: An Introduction},
  Author                   = {Richards, John A. and Jia, Xiuping},
  Editor                   = {Ricken, D. E. and Gessner, W.},
  Publisher                = {Springer-Verlag New York, Inc.},
  Year                     = {1999},

  Address                  = {Secaucus, NJ, USA},
  Edition                  = {3rd},

  ISBN                     = {3540648607}
}

@Book{RichardsJia2005,
  Title                    = {Remote Sensing Digital Image Analysis: An Introduction},
  Author                   = {Richards, J. A. and Xiuping, J.},
  Publisher                = {Springer},
  Year                     = {2005},
  Month                    = dec,

  Day                      = {02},
  ISBN                     = {3540251286}
}

@Manual{EnviUserGuide2004,
  Title                    = {ENVI User's Guide},

  Address                  = {Boulder},
  Author                   = {RSI},
  Organization             = {Research Systems Incorporated},
  Year                     = {2004},

  Publisher                = {Reasearch Systems Incorporated}
}

@Article{Santos2008,
  Title                    = {Mapping recent deforestation in the Brazilian Amazon using simulated L-band MAPSAR images},
  Author                   = {Santos, J. R. and Mura, J. C. and Paradella, W. R. and Dutra, L. V. and Goncalves, F. G.},
  Journal                  = {Int. J. Remote Sens.},
  Year                     = {2008},

  Month                    = {January},
  Pages                    = {4879--4884},
  Volume                   = {29},

  Address                  = {Bristol, PA, USA},
  Doi                      = {10.1080/01431160802158302},
  ISSN                     = {0143-1161},
  Issue                    = {16},
  Numpages                 = {6},
  Publisher                = {Taylor \& Francis, Inc.}
}

@Electronic{Santos2013,
  Title                    = {Java Image Processing Cookbook},
  Author                   = {Santos, R. D. C.},
  Note                     = {Acesso em 2 mai. 2013},
  Url                      = {http://www.lac.inpe.br/JIPCookbook/},
  Year                     = {2013}
}

@Book{Scholkopf2002,
  Title                    = {Learning with kernels : support vector machines, regularization, optimization, and beyond},
  Author                   = {Sch\"{O}lkopf, B. and Smola, A. J.},
  Publisher                = {MIT Press},
  Year                     = {2002},
  Series                   = {Adaptive computation and machine learning}
}

@Article{Shannon1948,
  Title                    = {{A mathematical theory of communication}},
  Author                   = {Shannon, C. E.},
  Journal                  = {Bell system technical journal},
  Year                     = {1948},
  Volume                   = {27}
}

@InProceedings{ShimabukuroEA2000,
  Title                    = {Mapping and monitoring deforestation areas in Amazon region using semi-automatic classification of Landsat Thematic Mapper images},
  Author                   = {Shimabukuro, Y.E. and Duarte, V. and dos Santos, J.R. and Batista, G.T.},
  Booktitle                = {IEEE International Geoscience and Remote Sensing Symposium},
  Year                     = {2000},
  Pages                    = {1999-2001},
  Volume                   = {5},

  Doi                      = {10.1109/IGARSS.2000.858226}
}

@InProceedings{Shimabukuro2007,
  Title                    = {Mapping and monitoring land cover in {C}orumbiara area, {B}razilian{A}mazonia,using {JERS-1 SAR} multitemporal data},
  Author                   = {Shimabukuro, Y. E. and Almeida-Filho, R. and Kuplich, T. M. and Freitas, R. M.},
  Booktitle                = {Proceedings...},
  Year                     = {2007},

  Address                  = {Barcelona},
  Organization             = {IEEE International Geoscience and Remote Sensing Symposium},
  Pages                    = {3370-3373},
  Publisher                = {IEEE},

  Conference-location      = {Barcelona},
  Conference-year          = {2007},
  ISBN                     = {978-1-4244-1211-2},
  Org-short                = {IGARSS'07}
}

@InProceedings{SilvaCenteno2009,
  Title                    = {Determina{\c{c}}{\~a}o de larguras de estradas vicinais em imagens de alta resolu{\c{c}}{\~a}o},
  Author                   = {Silva, C, R. and Centeno, J. A. S.},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14.(SBSR)},
  Pages                    = {7143--7149},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais (INPE)},

  Conference-location      = {Natal},
  ISBN                     = {978-85-17-00044-7}
}

@InProceedings{SilvaSantosEA2009,
  Title                    = {An{\'a}lise de Imagens CBERS da Bacia do Rio S{\~a}o Francisco utilizando Mapas Auto-Organizados de Kohonen e Classificadores K-M{\'e}dias e Fuzzy C-M{\'e}dias},
  Author                   = {Silva, Cec{\'{\i}}lia Cordeiro da and Santos, Wellington Pinheiro dos},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14.(SBSR)},
  Pages                    = {2209--2216},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais (INPE)},

  Conference-location      = {Natal},
  Url                      = {http://urlib.net/dpi.inpe.br/sbsr@80/2008/10.15.20.09}
}

@InProceedings{Silva2009,
  Title                    = {Determina{\c{c}}{\~a}o de larguras de estradas vicinais em imagens de alta resolu{\c{c}}{\~a}o},
  Author                   = {Silva, Claudionor Ribeiro da and Centeno, Jorge Antonio Silva},
  Booktitle                = {Anais...},
  Year                     = {2009},

  Address                  = {S{\~a}o Jos{\'e} dos Campos},
  Organization             = {Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14.(SBSR)},
  Pages                    = {7143--7149},
  Publisher                = {Instituto Nacional de Pesquisas Espaciais (INPE)},

  Conference-location      = {Natal},
  ISBN                     = {978-85-17-00044-7},
  Url                      = {http://urlib.net/dpi.inpe.br/sbsr@80/2008/11.12.16.53}
}

@InProceedings{BarretoEA2011,
  Title                    = {Land cover discrimination at Brazilian Amazon using region based classifier and stochastic distance},
  Author                   = {Silva, W. B. and Pereira, L. O. and Sant'Anna, S. J. S. and Freitas, C. C. and Guimar{\~a}es, R. J. P. S. and Frery, A. C.},
  Booktitle                = {2011 IEEE International Geoscience and Remote Sensing Symposium},
  Year                     = {2011},
  Pages                    = {2900-2903}
}

@Article{Stallings1999,
  Title                    = {Incorporating ancillary data into a logical filter for classified satellite imagery},
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  Journal                  = {Geocarto International},
  Year                     = {1999},
  Number                   = {2},
  Pages                    = {41-50},
  Volume                   = {14}
}

@InProceedings{Sun2008,
  Title                    = {Fast tuning of {SVM} kernel parameter using distance between two classes},
  Author                   = {Sun, J.},
  Booktitle                = {Proceedings...},
  Year                     = {2008},

  Address                  = {Xiamen},
  Organization             = {International Conference on Intelligent System and Knowledge Engineering},
  Pages                    = {108-113},
  Publisher                = {IEEE},
  Volume                   = {1},

  Conference-location      = {Xiamen},
  Conference-year          = {2008},
  ISBN                     = {978-1-4244-2196-1},
  Org-short                = {ISKE'08}
}

@Article{TarabalkaEA2010,
  Title                    = {{SVM} and {MRF}-Based Method for Accurate Classification of Hyperspectral Images},
  Author                   = {Tarabalka, Y. and Fauvel, M. and Chanussot, J. and Benediktsson, J.},
  Journal                  = {IEEE Geoscience and Remote Sensing Letters},
  Year                     = {2010},
  Number                   = {4},
  Pages                    = {736-740},
  Volume                   = {7}
}

@Book{TK2008,
  Title                    = {Pattern Recognition},
  Author                   = {Theodoridis, S. and Koutroumbas, K.},
  Publisher                = {Academic Press},
  Year                     = {2008},

  Address                  = {San Diego},
  Edition                  = {4th},

  ISBN                     = {9781597492720},
  Pages                    = {984}
}

@InBook{Joachims1999,
  Title                    = {Making large-scale support vector machine learning practical},
  Author                   = {Thorsten, J.},
  Pages                    = {169--184},
  Publisher                = {MIT Press},
  Year                     = {1999},

  Address                  = {Cambridge},

  Book                     = {Advances in kernel methods},
  ISBN                     = {0-262-19416-3},
  Numpages                 = {16}
}

@InProceedings{TuiaCamps2009,
  Title                    = {Cluster kernels for semisupervised classification of VHR urban images},
  Author                   = {Tuia, D. and Camps-Valls, G.},
  Year                     = {2009},
  Organization             = {Urban Remote Sensing Event, 2009 Joint},
  Pages                    = {1-5},

  Doi                      = {10.1109/URS.2009.5137576 },
  ISBN                     = {978-1-4244-3460-2}
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  Title                    = {A support Vector Machine Approach for Object Based Image Analysis},
  Author                   = {Tzotsos, A.},
  Booktitle                = {Proceedings},
  Year                     = {2006},

  Address                  = {Salzburg},
  Organization             = {ISPRS International Conference on Object-based Image Analysis},
  Publisher                = {ISPRS},

  Conference-location      = {Salzburg},
  Conference-year          = {2006}
}

@Book{VapnikKotz2006,
  Title                    = {Estimation of Dependences Based on Empirical Data: Empirical Inference Science (Information Science and Statistics)},
  Author                   = {Vapnik, V. and Kotz, S.},
  Publisher                = {Springer-Verlag New York, Inc.},
  Year                     = {2006},

  Address                  = {Secaucus, NJ, USA},

  ISBN                     = {0387308652}
}

@Book{Vapnik1998,
  Title                    = {Statistical Learning Theory},
  Author                   = {Vladimir N. Vapnik},
  Publisher                = {Wiley-Interscience},
  Year                     = {1998}
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@InProceedings{VedaldiZisserman2010,
  Title                    = {Efficient Additive Kernels via Explicit Feature Maps},
  Author                   = {Vedaldi, A. and Zisserman, A.},
  Booktitle                = {IEEE Conference on Computer Vision and Pattern Recognition},
  Year                     = {2010}
}

@InProceedings{VempatiEA2010,
  Title                    = {Generalized {RBF} feature maps for Efficient Detection},
  Author                   = {Vempati, S. and Vedaldi, A. and Zisserman, A. and Jawahar, C. V.},
  Booktitle                = {Proceedings...},
  Year                     = {2010},

  Address                  = {Aberystwyth},
  Organization             = {British Machine Vision Conference},
  Pages                    = {1-11},
  Publisher                = {BMVA Press},

  Conference-location      = {Aberystwyth},
  Conference-year          = {2010},
  ISBN                     = {1-901725-40-5},
  Org-short                = {BMVC'10}
}

@Book{Venturieri2007,
  Title                    = {Zoneamento ecológico-econômico da área de influência da rodovia {BR-163} ({C}uiabá-{S}antarém): \normalfont{diagnóstico do meio socioeconômico, jurídico e arqueologia}},
  Author                   = {A. Venturieri},
  Publisher                = {Embrapa Amazônia Oriental},
  Year                     = {2007},

  Address                  = {Bel�m},

  Pages                    = {229-252}
}

@MastersThesis{Ronalt1996,
  Title                    = {Desenvolvimento de Classificadores de M\'{a}xima Verossimilhan\c{c}ae ICM para Imagens SAR},
  Author                   = {Vieira, P. R.},
  School                   = {Instituto Nacional de Pesquisas Espaciais},
  Year                     = {1996},

  Address                  = {S\~{a}o Jos\'{e} dos Campos},

  Pages                    = {251}
}

@Article{Walter2004,
  Title                    = {Object-based classification of remote sensing data for change detection},
  Author                   = {Walter, V.},
  Journal                  = {ISPRS Journal of Photogrammetry and Remote Sensing},
  Year                     = {2004},
  Number                   = {3-4},
  Pages                    = {225--238},
  Volume                   = {58},

  Publisher                = {Elsevier},
  Url                      = {http://linkinghub.elsevier.com/retrieve/pii/S0924271603000595}
}

@Book{Webb2002,
  Title                    = {Statistical Pattern Recognition},
  Author                   = {Webb, A. R.},
  Publisher                = {John Wiley \& Sons},
  Year                     = {2002},

  Address                  = {Chichester},
  Edition                  = {2nd},

  Pages                    = {514}
}

@InProceedings{WhiteheadEA2009,
  Title                    = {Determination of variations in glacier surface movements throughhighresolution interferometry: {B}ylot {I}sland, {C}anada},
  Author                   = {Whitehead, K. and Moorman, B.J. and Wainstein, P.},
  Booktitle                = {Proceedings...},
  Year                     = {2009},

  Address                  = {Cape Town},
  Organization             = {International Geoscience and Remote Sensing Symposium},
  Pages                    = {230-233},
  Publisher                = {IEEE},
  Volume                   = {2},

  Conference-location      = {Cape Town},
  Conference-year          = {2009},
  ISBN                     = {978-1-4244-3394-0},
  Org-short                = {IGARSS'08}
}

@InProceedings{XiongEA2010,
  Title                    = {Semi-Supervised Classification considering space and spectrum constraint for Remote Sensing Imagery},
  Author                   = {Biao Xiong and Wanshou Jiang and Feng Zhang},
  Year                     = {2010},
  Organization             = {Geoinformatics, 2010 18th International Conference on},
  Pages                    = {1-6},

  Doi                      = {10.1109/GEOINFORMATICS.2010.5567981},
  ISBN                     = {978-1-4244-7301-4}
}

@InProceedings{Xu2005,
  Title                    = {Unsupervised and semi-supervised multi-class {S}upport {V}ector {M}achines},
  Author                   = {Xu, L. and Schuurmans, D.},
  Booktitle                = {Proceedings...},
  Year                     = {2005},

  Address                  = {Pittsburgh},
  Organization             = {Conference on Artificial Intelligence},
  Pages                    = {904-910},
  Publisher                = {AAAI Press},

  Conference-location      = {Pittsburgh},
  Conference-number        = {20},
  Conference-year          = {2005},
  ISBN                     = {1-57735-236-x}
}

@TechReport{YanasseEA1995,
  Title                    = {Stochastic Distribuition and the Multiplicative Model: Relation, Properties, Estimators and Applications to SAR Image Analysis},
  Author                   = {Yanasse, C. C. F. and Frery, A. C. and Sant'Anna, S. J. S.},
  Institution              = {INPE, São José dos Campos},
  Year                     = {1995},
  Note                     = {INPE-5630-NTC/318}
}

@Article{Yanasse1997,
  Title                    = {Exploratory study of the relationship between tropical forest regeneration stages and SIR-C L and C data},
  Author                   = {Yanasse, C. C. F. and SantAnna, S. J. S. and Frery, A. C. and Renno, C. D. and Soares, J. V. and Luckman, A. J.},
  Journal                  = {{REMOTE SENSING OF ENVIRONMENT}},
  Year                     = {{1997}},

  Month                    = {{FEB}},
  Number                   = {{2}},
  Pages                    = {{180-190}},
  Volume                   = {{59}},

  Address                  = {{655 AVENUE OF THE AMERICAS, NEW YORK, NY 10010}},
  ISSN                     = {{0034-4257}},
  Journal-iso              = {{Remote Sens. Environ.}},
  Language                 = {{English}},
  Publisher                = {{ELSEVIER SCIENCE INC}},
  Type                     = {{Article}}
}

@Article{YuEA2002,
  Title                    = {Kernel Nearest-Neighbor Algorithm},
  Author                   = {Yu, K. and Ji, L. and Zhang, X.},
  Journal                  = {Neural Processing Letters},
  Year                     = {2002},
  Number                   = {2},
  Pages                    = {147-156},
  Volume                   = {15},

  ISSN                     = {1370-4621},
  Publisher                = {Kluwer Academic Publishers}
}

@Article{Zanni2006,
  Title                    = {An Improved Gradient Projection-based Decomposition Technique for Support Vector Machines},
  Author                   = {Luca Zanni},
  Journal                  = {Computational Management Science},
  Year                     = {2006},
  Pages                    = {131--145},
  Volume                   = {3},

  Doi                      = {10.1007/s10287-005-0004-6}
}

@Misc{ZEE2011,
  Title                    = {Zoneamento ecol\'{o}gico-econ\^{o}mico da rodovia {BR-163}},

  Author                   = {{ZEE BR-163}},
  Note                     = {Acesso em 12 dez. 2011},
  Year                     = {2011},

  Url                      = {http://zeebr163.cpatu.embrapa.br}
}

@Misc{ZEE2008,
  Title                    = {{Z}oneamento ecológico-econômico da rodovia {BR-163}: \normalfont{caracterizaçãoda {\'a}rea de estudo}},

  Author                   = {{ZEE BR-163}},
  Note                     = {Acesso em Janeiro de 2008},
  Year                     = {2008},

  Url                      = {http://zeebr163.cpatu.embrapa.br}
}

@InProceedings{GuoqingDaiyong2008,
  Title                    = {Survey and Analysis of Land Satellite Remote Sensing Applied in Highway Transportations Infrastructure and System Engineering},
  Author                   = {Zhou, G. and Wei, D.},
  Booktitle                = {IEEE International Geoscience and Remote Sensing Symposium},
  Year                     = {2008},
  Pages                    = {479-482},
  Volume                   = {4},

  Doi                      = {10.1109/IGARSS.2008.4779762},
  Location                 = {Boston}
}

@TechReport{Zhu2008b,
  Title                    = {Semi-Supervised Learning Literature Survey},
  Author                   = {Zhu, X.},
  Institution              = {Computer Sciences, University of Wisconsin-Madison},
  Year                     = {2008},
  Number                   = {1530}
}

@Book{ZhuGoldberg2009,
  Title                    = {{Introduction to Semi-Supervised Learning}},
  Author                   = {Zhu, Xiaojin and Goldberg, Andrew B.},
  Publisher                = {Morgan \& Claypool Publishers},
  Year                     = {2009}
}

@InProceedings{ZhuEA04,
  Title                    = {A Practical Parameters Selection Method for {SVM}},
  Author                   = {Zhu, Y. and Li, C. and Zhang, Y.},
  Booktitle                = {International Symposium on Neural Networks},
  Year                     = {2004},

  Address                  = {Dalian},
  Pages                    = {518-523},
  Publisher                = {Springer},
  Series                   = {Lecture Notes in Computer Science},
  Volume                   = {3173},

  ISBN                     = {3-540-22841-1}
}

@InProceedings{ZorteaEA2007,
  Title                    = {A {SVM} ensemble approach for spectral-contextual classification of optical high spatial resolution imagery},
  Author                   = {Zortea, M. and De Martino, M. and Serpico, S. },
  Booktitle                = {Proceedings...},
  Year                     = {2007},

  Address                  = {Barcelona},
  Organization             = {IEEE International Geoscience and Remote Sensing Symposium},
  Pages                    = {1489-1492},

  Conference-location      = {Barcelona},
  Conference-year          = {2007},
  ISBN                     = {978-1-4244-1211-2},
  Org-short                = {IGARSS},
  Pubisher                 = {IEEE}
}

@Proceedings{Pal2005,
  Title                    = {Pattern Recognition and Machine Intelligence, First International Conference, PReMI 2005, Kolkata, India, December 20-22, 2005, Proceedings},
  Year                     = {2005},
  Editor                   = {Pal, S. K. and Bandyopadhyay, S. and Biswas, S.},
  Publisher                = {Springer},
  Series                   = {Lecture Notes in Computer Science},
  Volume                   = {3776},

  Booktitle                = {PReMI},
  ISBN                     = {3-540-30506-8}
}

@Proceedings{Premi2005,
  Title                    = {Pattern Recognition and Machine Intelligence, First International Conference, PReMI 2005, Kolkata, India, December 20-22, 2005, Proceedings},
  Year                     = {2005},
  Editor                   = {Pal, S. K. and Bandyopadhyay, S. and Biswas, S.},
  Publisher                = {Springer},
  Series                   = {Lecture Notes in Computer Science},
  Volume                   = {3776},

  Booktitle                = {PReMI},
  ISBN                     = {3-540-30506-8}
}

@Proceedings{2006,
  Title                    = {Proceedings of the 2006 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2006, Renaissance Hotel Downtown, Toronto, Ontario, Canada, September 28-29, 2006},
  Year                     = {2006},
  Publisher                = {IEEE},

  Booktitle                = {CIBCB}
}

@Proceedings{CIBCB2006,
  Title                    = {Proceedings of the 2006 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2006, Renaissance Hotel Downtown, Toronto, Ontario, Canada, September 28-29, 2006},
  Year                     = {2006},
  Publisher                = {IEEE},

  Booktitle                = {CIBCB}
}

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