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@article{bb157065,
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@article{bb157067,
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Limited Training Samples",
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@article{bb157068,
        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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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152961"}

@article{bb157069,
        AUTHOR = "Paoli, A. and Melgani, F. and Pasolli, E.",
        TITLE = "Clustering of Hyperspectral Images Based on Multiobjective Particle
Swarm Optimization",
        JOURNAL = GeoRS,
        VOLUME = "47",
        YEAR = "2009",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4175-4188",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152962"}

@article{bb157070,
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        TITLE = "On-line independent support vector machines",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152963"}

@inproceedings{bb157071,
        AUTHOR = "Orabona, F. and Castellini, C. and Caputo, B. and Jie, L. and Sandini, G.",
        TITLE = "Indoor Place Recognition using Online Independent Support Vector
Machines",
        BOOKTITLE = BMVC07,
        YEAR = "2007",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152964"}

@inproceedings{bb157072,
        AUTHOR = "Jie, L. and Orabona, F. and Fornoni, M. and Caputo, B. and Cesa Bianchi, N.",
        TITLE = "OM-2: An online multi-class Multi-Kernel Learning algorithm",
        BOOKTITLE = OLCV10,
        YEAR = "2010",
        PAGES = "43-50",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152965"}

@inproceedings{bb157073,
        AUTHOR = "Orabona, F. and Jie, L. and Caputo, B.",
        TITLE = "Online-batch strongly convex Multi Kernel Learning",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "787-794",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152966"}

@inproceedings{bb157074,
        AUTHOR = "Jie, L. and Orabona, F. and Caputo, B.",
        TITLE = "An Online Framework for Learning Novel Concepts over Multiple Cues",
        BOOKTITLE = ACCV09,
        YEAR = "2009",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152967"}

@article{bb157075,
        AUTHOR = "Tommasi, T. and Orabona, F. and Caputo, B.",
        TITLE = "Learning Categories From Few Examples With Multi Model Knowledge
Transfer",
        JOURNAL = PAMI,
        VOLUME = "36",
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        NUMBER = "5",
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        PAGES = "928-941",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152968"}

@inproceedings{bb157076,
        AUTHOR = "Tommasi, T. and Orabona, F. and Caputo, B.",
        TITLE = "Safety in numbers:
Learning categories from few examples with multi model knowledge transfer",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "3081-3088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152969"}

@inproceedings{bb157077,
        AUTHOR = "Cuttano, C. and Tavera, A. and Cermelli, F. and Averta, G. and Caputo, B.",
        TITLE = "Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable
Transfer from Black-Box to Lightweight Segmentation Model",
        BOOKTITLE = REDLCV23,
        YEAR = "2023",
        PAGES = "1404-1414",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152970"}

@inproceedings{bb157078,
        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,
        YEAR = "2009",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152971"}

@article{bb157079,
        AUTHOR = "Kuzborskij, I. and Orabona, F. and Caputo, B.",
        TITLE = "Scalable greedy algorithms for transfer learning",
        JOURNAL = CVIU,
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        YEAR = "2017",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152972"}

@inproceedings{bb157080,
        AUTHOR = "Tommasi, T. and Orabona, F. and Kaboli, M. and Caputo, B.",
        TITLE = "Leveraging over prior knowledge for online learning of visual
categories",
        BOOKTITLE = BMVC12,
        YEAR = "2012",
        PAGES = "87",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152973"}

@inproceedings{bb157081,
        AUTHOR = "Jie, L. and Tommasi, T. and Caputo, B.",
        TITLE = "Multiclass transfer learning from unconstrained priors",
        BOOKTITLE = ICCV11,
        YEAR = "2011",
        PAGES = "1863-1870",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152974"}

@article{bb157082,
        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,
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        PAGES = "1888-1898",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152975"}

@article{bb157083,
        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#TT152976"}

@article{bb157084,
        AUTHOR = "Kim, J.S. and Scott, C.D.",
        TITLE = "L(2) Kernel Classification",
        JOURNAL = PAMI,
        VOLUME = "32",
        YEAR = "2010",
        NUMBER = "10",
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        PAGES = "1822-1831",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152977"}

@article{bb157085,
        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,
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        YEAR = "2011",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "615-623",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152978"}

@article{bb157086,
        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#TT152979"}

@article{bb157087,
        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#TT152980"}

@inproceedings{bb157088,
        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#TT152981"}

@article{bb157089,
        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#TT152982"}

@book{bb157090,
        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#TT152982"}

@article{bb157091,
        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",
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@article{bb157092,
        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#TT152984"}

@article{bb157093,
        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",
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        VOLUME = "34",
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        NUMBER = "9",
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        PAGES = "1078-1084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152985"}

@article{bb157094,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152986"}

@article{bb157095,
        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#TT152987"}

@article{bb157096,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152988"}

@article{bb157097,
        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#TT152989"}

@article{bb157098,
        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#TT152990"}

@article{bb157099,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern634t1.html#TT152991"}

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