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@inproceedings{bb110901,
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@inproceedings{bb110902,
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and Discrimination",
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@inproceedings{bb110903,
        AUTHOR = "Kropotov, D. and Ptashko, N. and Vasiliev, O. and Vetrov, D.",
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Principle",
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@inproceedings{bb110904,
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        TITLE = "An Improved Semi-Supervised Support Vector Machine Based Translation
Algorithm for BCI Systems",
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@inproceedings{bb110905,
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@inproceedings{bb110906,
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@inproceedings{bb110907,
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@inproceedings{bb110908,
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@inproceedings{bb110909,
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@inproceedings{bb110912,
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@inproceedings{bb110915,
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@inproceedings{bb110916,
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@inproceedings{bb110917,
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@inproceedings{bb110920,
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@inproceedings{bb110921,
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@inproceedings{bb110922,
        AUTHOR = "Yu, W.M. and Du, T.H. and Lim, K.B.",
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regression and classification problems",
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@inproceedings{bb110923,
        AUTHOR = "Man, H. and Chen, L. and Duan, R.",
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and support vector machine",
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@inproceedings{bb110924,
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@inproceedings{bb110925,
        AUTHOR = "Horikawa, Y.",
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invariant texture classification",
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@inproceedings{bb110926,
        AUTHOR = "Park, J.H. and Ji, X. and Zha, H.Y. and Kasturi, R.",
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@inproceedings{bb110927,
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vector machines",
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@inproceedings{bb110928,
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        TITLE = "Group-based relevance feedback with support vector machine ensembles",
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@inproceedings{bb110929,
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@inproceedings{bb110930,
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@inproceedings{bb110932,
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@inproceedings{bb110933,
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@inproceedings{bb110934,
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schemes for tuning the support vector machines in cost-sensitive
applications",
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        AUTHOR = "Zhong, S.W. and Chang, C.I. and Zhang, Y.",
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@article{bb110945,
        AUTHOR = "Cao, L.J. and Lee, H.P. and Chong, W.K.",
        TITLE = "Modified support vector novelty detector using training data with
outliers",
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@article{bb110946,
        AUTHOR = "Foody, G.M. and Mathur, A.",
        TITLE = "A Relative Evaluation of Multiclass Image Classification by Support
Vector Machines",
        JOURNAL = GeoRS,
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@article{bb110947,
        AUTHOR = "Foody, G.M. and Mathur, A.",
        TITLE = "Toward intelligent training of supervised image classifications:
Directing training data acquisition for SVM classification",
        JOURNAL = RSE,
        VOLUME = "93",
        YEAR = "2004",
        NUMBER = "1-2",
        PAGES = "107-117",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107286"}

@article{bb110948,
        AUTHOR = "Zhan, Y.Q. and Shen, D.G.",
        TITLE = "Design efficient support vector machine for fast classification",
        JOURNAL = PR,
        VOLUME = "38",
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        PAGES = "157-161",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107287"}

@article{bb110949,
        AUTHOR = "Zhan, Y.Q. and Shen, D.G.",
        TITLE = "An adaptive error penalization method for training an efficient and
generalized SVM",
        JOURNAL = PR,
        VOLUME = "39",
        YEAR = "2006",
        NUMBER = "3",
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        PAGES = "342-350",
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@article{bb110950,
        AUTHOR = "Lin, C.F. and Wang, S.D.",
        TITLE = "Training algorithms for fuzzy support vector machines with noisy data",
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        PAGES = "1647-1656",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107289"}

@article{bb110951,
        AUTHOR = "Shin, H.J. and Cho, S.Z.",
        TITLE = "Invariance of neighborhood relation under input space to feature space
mapping",
        JOURNAL = PRL,
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        NUMBER = "6",
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        PAGES = "707-718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107290"}

@article{bb110952,
        AUTHOR = "Bazi, Y. and Melgani, F.",
        TITLE = "Toward an Optimal SVM Classification System for Hyperspectral Remote
Sensing Images",
        JOURNAL = GeoRS,
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        NUMBER = "11",
        MONTH = "November",
        PAGES = "3374-3385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107291"}

@article{bb110953,
        AUTHOR = "Bazi, Y. and Melgani, F.",
        TITLE = "Semisupervised PSO-SVM Regression for Biophysical Parameter Estimation",
        JOURNAL = GeoRS,
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        NUMBER = "6",
        MONTH = "June",
        PAGES = "1887-1895",
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@article{bb110954,
        AUTHOR = "Ghoggali, N. and Melgani, F. and Bazi, Y.",
        TITLE = "A Multiobjective Genetic SVM Approach for Classification Problems With
Limited Training Samples",
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        NUMBER = "6",
        MONTH = "June",
        PAGES = "1707-1718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107293"}

@article{bb110955,
        AUTHOR = "Ghoggali, N. and Melgani, F.",
        TITLE = "Automatic Ground-Truth Validation With Genetic Algorithms for
Multispectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "47",
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        NUMBER = "7",
        MONTH = "July",
        PAGES = "2172-2181",
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@article{bb110956,
        AUTHOR = "Paoli, A. and Melgani, F. and Pasolli, E.",
        TITLE = "Clustering of Hyperspectral Images Based on Multiobjective Particle
Swarm Optimization",
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@article{bb110957,
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@inproceedings{bb110958,
        AUTHOR = "Orabona, F. and Castellini, C. and Caputo, B. and Jie, L. and Sandini, G.",
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@inproceedings{bb110959,
        AUTHOR = "Jie, L. and Orabona, F. and Fornoni, M. and Caputo, B. and Cesa Bianchi, N.",
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@inproceedings{bb110960,
        AUTHOR = "Orabona, F. and Jie, L. and Caputo, B.",
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@inproceedings{bb110961,
        AUTHOR = "Jie, L. and Orabona, F. and Caputo, B.",
        TITLE = "An Online Framework for Learning Novel Concepts over Multiple Cues",
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@article{bb110962,
        AUTHOR = "Tommasi, T. and Orabona, F. and Caputo, B.",
        TITLE = "Learning Categories From Few Examples With Multi Model Knowledge
Transfer",
        JOURNAL = PAMI,
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@inproceedings{bb110963,
        AUTHOR = "Tommasi, T. and Orabona, F. and Caputo, B.",
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Learning categories from few examples with multi model knowledge transfer",
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@inproceedings{bb110964,
        AUTHOR = "Tommasi, T. and Caputo, B.",
        TITLE = "The more you know, the less you learn: from knowledge transfer to
one-shot learning of object categories",
        BOOKTITLE = BMVC09,
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@article{bb110965,
        AUTHOR = "Kuzborskij, I. and Orabona, F. and Caputo, B.",
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@inproceedings{bb110966,
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categories",
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@inproceedings{bb110967,
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@article{bb110968,
        AUTHOR = "Davenport, M.A. and Baraniuk, R.G. and Scott, C.D.",
        TITLE = "Tuning Support Vector Machines for Minimax and Neyman-Pearson
Classification",
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@article{bb110969,
        AUTHOR = "Bellala, G. and Stanley, J. and Bhavnani, S.K. and Scott, C.D.",
        TITLE = "A Rank-Based Approach to Active Diagnosis",
        JOURNAL = PAMI,
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        NUMBER = "9",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107308"}

@article{bb110970,
        AUTHOR = "Kim, J.S. and Scott, C.D.",
        TITLE = "L(2) Kernel Classification",
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        VOLUME = "32",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1822-1831",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107309"}

@article{bb110971,
        AUTHOR = "Maulik, U. and Chakraborty, D.",
        TITLE = "A self-trained ensemble with semisupervised SVM:
An application to pixel classification of remote sensing imagery",
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        YEAR = "2011",
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        MONTH = "March",
        PAGES = "615-623",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107310"}

@article{bb110972,
        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#TT107311"}

@article{bb110973,
        AUTHOR = "Airola, A. and Pahikkala, T. and Salakoski, T.",
        TITLE = "Training linear ranking SVMs in linearithmic time using red-black trees",
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        PAGES = "1328-1336",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107312"}

@inproceedings{bb110974,
        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#TT107313"}

@article{bb110975,
        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#TT107314"}

@book{bb110976,
        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#TT107314"}

@article{bb110977,
        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#TT107315"}

@article{bb110978,
        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#TT107316"}

@article{bb110979,
        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#TT107317"}

@article{bb110980,
        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#TT107318"}

@article{bb110981,
        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#TT107319"}

@article{bb110982,
        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#TT107320"}

@article{bb110983,
        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#TT107321"}

@article{bb110984,
        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#TT107322"}

@article{bb110985,
        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#TT107323"}

@article{bb110986,
        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#TT107324"}

@article{bb110987,
        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#TT107325"}

@article{bb110988,
        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#TT107326"}

@article{bb110989,
        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#TT107327"}

@article{bb110990,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107328"}

@article{bb110991,
        AUTHOR = "Iosifidis, A. and Gabbouj, M.",
        TITLE = "Nyström-based approximate kernel subspace learning",
        JOURNAL = PR,
        VOLUME = "57",
        YEAR = "2016",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107329"}

@inproceedings{bb110992,
        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#TT107330"}

@inproceedings{bb110993,
        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#TT107331"}

@article{bb110994,
        AUTHOR = "Vural, E. and Guillemot, C.",
        TITLE = "Out-of-Sample Generalizations for Supervised Manifold Learning for
Classification",
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        YEAR = "2016",
        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107332"}

@article{bb110995,
        AUTHOR = "Loosli, G. and Canu, S. and Ong, C.S.",
        TITLE = "Learning SVM in Krein Spaces",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
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@inproceedings{bb110996,
        AUTHOR = "Canu, S.",
        TITLE = "Recent Advances in Kernel Machines",
        BOOKTITLE = CIARP10,
        YEAR = "2010",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107334"}

@inproceedings{bb110997,
        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",
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@article{bb110998,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107336"}

@article{bb110999,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT107337"}

Last update:Oct 19, 2020 at 15:02:28