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@article{bb138642,
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@article{bb138643,
        AUTHOR = "Foody, G.M. and Mathur, A.",
        TITLE = "Toward intelligent training of supervised image classifications:
Directing training data acquisition for SVM classification",
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@article{bb138644,
        AUTHOR = "Zhan, Y.Q. and Shen, D.G.",
        TITLE = "Design efficient support vector machine for fast classification",
        JOURNAL = PR,
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@article{bb138645,
        AUTHOR = "Zhan, Y.Q. and Shen, D.G.",
        TITLE = "An adaptive error penalization method for training an efficient and
generalized SVM",
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@article{bb138646,
        AUTHOR = "Lin, C.F. and Wang, S.D.",
        TITLE = "Training algorithms for fuzzy support vector machines with noisy data",
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@article{bb138647,
        AUTHOR = "Shin, H.J. and Cho, S.Z.",
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@article{bb138648,
        AUTHOR = "Bazi, Y. and Melgani, F.",
        TITLE = "Toward an Optimal SVM Classification System for Hyperspectral Remote
Sensing Images",
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        PAGES = "3374-3385",
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@article{bb138649,
        AUTHOR = "Bazi, Y. and Melgani, F.",
        TITLE = "Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation",
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@article{bb138650,
        AUTHOR = "Ghoggali, N. and Melgani, F. and Bazi, Y.",
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Limited Training Samples",
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@article{bb138651,
        AUTHOR = "Ghoggali, N. and Melgani, F.",
        TITLE = "Automatic Ground-Truth Validation With Genetic Algorithms for
Multispectral Image Classification",
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@article{bb138652,
        AUTHOR = "Paoli, A. and Melgani, F. and Pasolli, E.",
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        AUTHOR = "Orabona, F. and Castellini, C. and Caputo, B. and Jie, L. and Sandini, G.",
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@inproceedings{bb138655,
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@inproceedings{bb138656,
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@inproceedings{bb138657,
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@article{bb138658,
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        AUTHOR = "Tommasi, T. and Orabona, F. and Caputo, B.",
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@inproceedings{bb138664,
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@article{bb138665,
        AUTHOR = "Davenport, M.A. and Baraniuk, R.G. and Scott, C.D.",
        TITLE = "Tuning Support Vector Machines for Minimax and Neyman-Pearson
Classification",
        JOURNAL = PAMI,
        VOLUME = "32",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1888-1898",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134681"}

@article{bb138666,
        AUTHOR = "Bellala, G. and Stanley, J. and Bhavnani, S.K. and Scott, C.D.",
        TITLE = "A Rank-Based Approach to Active Diagnosis",
        JOURNAL = PAMI,
        VOLUME = "35",
        YEAR = "2013",
        NUMBER = "9",
        PAGES = "2078-2090",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134682"}

@article{bb138667,
        AUTHOR = "Kim, J.S. and Scott, C.D.",
        TITLE = "L(2) Kernel Classification",
        JOURNAL = PAMI,
        VOLUME = "32",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1822-1831",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134683"}

@article{bb138668,
        AUTHOR = "Maulik, U. and Chakraborty, D.",
        TITLE = "A self-trained ensemble with semisupervised SVM:
An application to pixel classification of remote sensing imagery",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "615-623",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134684"}

@article{bb138669,
        AUTHOR = "Maulik, U. and Chakraborty, D.",
        TITLE = "Learning with transductive SVM for semisupervised pixel classification
of remote sensing imagery",
        JOURNAL = PandRS,
        VOLUME = "77",
        YEAR = "2013",
        NUMBER = "1",
        MONTH = "March",
        PAGES = "66-78",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134685"}

@article{bb138670,
        AUTHOR = "Airola, A. and Pahikkala, T. and Salakoski, T.",
        TITLE = "Training linear ranking SVMs in linearithmic time using red-black trees",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "9",
        MONTH = "July",
        PAGES = "1328-1336",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134686"}

@inproceedings{bb138671,
        AUTHOR = "Heimonen, J.H. and Salakoski, T. and Pahikkala, T.",
        TITLE = "Properties of Object-Level Cross-Validation Schemes for Symmetric
Pair-Input Data",
        BOOKTITLE = SSSPR14,
        YEAR = "2014",
        PAGES = "384-393",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134687"}

@article{bb138672,
        AUTHOR = "Rivas Perea, P. and Cota Ruiz, J.",
        TITLE = "An algorithm for training a large scale support vector machine for
regression based on linear programming and decomposition methods",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "4",
        MONTH = "March",
        PAGES = "439-451",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134688"}

@book{bb138673,
        AUTHOR = "Cota Ruiz, J. and Rivas Perea, P.",
        TITLE = "An algorithm for training a large scale support vector machine for
regression based on linear programming and decomposition methods",
        YEAR = "2013",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134688"}

@article{bb138674,
        AUTHOR = "Rivas Perea, P. and Cota Ruiz, J. and Rosiles, J.G.",
        TITLE = "Corrigendum to 'An algorithm for training a large scale support vector
machine for regression based on linear programming and decomposition
methods'",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "6",
        MONTH = "April",
        PAGES = "678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134689"}

@article{bb138675,
        AUTHOR = "Prato, M. and Zanni, L.",
        TITLE = "A practical use of regularization for supervised learning with kernel
methods",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "6",
        MONTH = "April",
        PAGES = "610-618",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134690"}

@article{bb138676,
        AUTHOR = "Xu, S. and An, X. and Qiao, X.D. and Zhu, L.J. and Li, L.",
        TITLE = "Multi-output least-squares support vector regression machines",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "9",
        MONTH = "July",
        PAGES = "1078-1084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134691"}

@article{bb138677,
        AUTHOR = "Mordelet, F. and Vert, J.P.",
        TITLE = "A bagging SVM to learn from positive and unlabeled examples",
        JOURNAL = PRL,
        VOLUME = "37",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "201-209",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134692"}

@article{bb138678,
        AUTHOR = "Anguita, D. and Ghio, A. and Oneto, L. and Ridella, S.",
        TITLE = "Unlabeled patterns to tighten Rademacher complexity error bounds for
kernel classifiers",
        JOURNAL = PRL,
        VOLUME = "37",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "210-219",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134693"}

@article{bb138679,
        AUTHOR = "Singla, A. and Patra, S. and Bruzzone, L.",
        TITLE = "A novel classification technique based on progressive transductive
SVM learning",
        JOURNAL = PRL,
        VOLUME = "42",
        YEAR = "2014",
        NUMBER = "1",
        PAGES = "101-106",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134694"}

@article{bb138680,
        AUTHOR = "Jung, H.G. and Kim, G.",
        TITLE = "Support Vector Number Reduction: Survey and Experimental Evaluations",
        JOURNAL = ITS,
        VOLUME = "15",
        YEAR = "2014",
        NUMBER = "2",
        MONTH = "April",
        PAGES = "463-476",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134695"}

@article{bb138681,
        AUTHOR = "Doan, T.N. and Do, T.N. and Poulet, F.",
        TITLE = "Parallel incremental power mean SVM for the classification of
large-scale image datasets",
        JOURNAL = MultInfoRetr,
        VOLUME = "3",
        YEAR = "2014",
        NUMBER = "2",
        MONTH = "June",
        PAGES = "89-96",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134696"}

@article{bb138682,
        AUTHOR = "Guo, H.S. and Wang, W.J.",
        TITLE = "An active learning-based SVM multi-class classification model",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1577-1597",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134697"}

@article{bb138683,
        AUTHOR = "Carrasco, M. and Lopez, J. and Maldonado, S.",
        TITLE = "A multi-class SVM approach based on the L1-norm minimization of the
distances between the reduced convex hulls",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1598-1607",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134698"}

@article{bb138684,
        AUTHOR = "Zhang, Y.Q. and Zhang, P.L.",
        TITLE = "Machine training and parameter settings with social emotional
optimization algorithm for support vector machine",
        JOURNAL = PRL,
        VOLUME = "54",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "36-42",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134699"}

@article{bb138685,
        AUTHOR = "Chang, C.C. and Chou, S.H.",
        TITLE = "Tuning of the hyperparameters for L2-loss SVMs with the RBF kernel by
the maximum-margin principle and the jackknife technique",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "12",
        PAGES = "3983-3992",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134700"}

@article{bb138686,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "On the kernel Extreme Learning Machine speedup",
        JOURNAL = PRL,
        VOLUME = "68, Part 1",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "205-210",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134701"}

@article{bb138687,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "Multi-class Support Vector Machine classifiers using intrinsic and
penalty graphs",
        JOURNAL = PR,
        VOLUME = "55",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "231-246",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134702"}

@article{bb138688,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "Nyström-based approximate kernel subspace learning",
        JOURNAL = PR,
        VOLUME = "57",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "190-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134703"}

@inproceedings{bb138689,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "Prototype-based class-specific nonlinear subspace learning for
large-scale face verification",
        BOOKTITLE = IPTA16,
        YEAR = "2016",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134704"}

@inproceedings{bb138690,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "Hierarchical class-specific kernel discriminant analysis for face
verification",
        BOOKTITLE = VCIP16,
        YEAR = "2016",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134705"}

@article{bb138691,
        AUTHOR = "Vural, E. and Guillemot, C.",
        TITLE = "Out-of-Sample Generalizations for Supervised Manifold Learning for
Classification",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1410-1424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134706"}

@article{bb138692,
        AUTHOR = "Loosli, G. and Canu, S. and Ong, C.S.",
        TITLE = "Learning SVM in Krein Spaces",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1204-1216",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134707"}

@inproceedings{bb138693,
        AUTHOR = "Canu, S.",
        TITLE = "Recent Advances in Kernel Machines",
        BOOKTITLE = CIARP10,
        YEAR = "2010",
        PAGES = "1",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134708"}

@inproceedings{bb138694,
        AUTHOR = "Montagner, I.S. and Hirata, N.S.T. and Hirata, R. and Canu, S.",
        TITLE = "NILC: A two level learning algorithm with operator selection",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "1873-1877",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134709"}

@article{bb138695,
        AUTHOR = "Moraes, D. and Wainer, J. and Rocha, A.",
        TITLE = "Low false positive learning with support vector machines",
        JOURNAL = JVCIR,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "340-350",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134710"}

@article{bb138696,
        AUTHOR = "Houthooft, R. and de Turck, F.",
        TITLE = "Integrated inference and learning of neural factors in structural
support vector machines",
        JOURNAL = PR,
        VOLUME = "59",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "292-301",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134711"}

@article{bb138697,
        AUTHOR = "Zhu, F. and Yang, J. and Gao, J.B. and Xu, C.Y.",
        TITLE = "Extended nearest neighbor chain induced instance-weights for SVMs",
        JOURNAL = PR,
        VOLUME = "60",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "863-874",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134712"}

@article{bb138698,
        AUTHOR = "Zhang, G.Q. and Sun, H.J. and Ji, Z.X. and Xia, G.Y. and Feng, L. and Sun, Q.S.",
        TITLE = "Kernel dictionary learning based discriminant analysis",
        JOURNAL = JVCIR,
        VOLUME = "40, Part B",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "470-484",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134713"}

@article{bb138699,
        AUTHOR = "Fan, Q. and Wang, Z. and Zha, H.Y. and Gao, D.",
        TITLE = "MREKLM: A fast multiple empirical kernel learning machine",
        JOURNAL = PR,
        VOLUME = "61",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "197-209",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT134714"}