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@article{bb117065,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113264"}

@article{bb117066,
        AUTHOR = "Chen, D.M. and Stow, D.",
        TITLE = "The Effect of Training Strategies on Supervised Classification at
Different Spatial Resolutions",
        JOURNAL = PhEngRS,
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        MONTH = "November",
        PAGES = "1155-1162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113265"}

@article{bb117067,
        AUTHOR = "Beiden, S.V. and Maloof, M.A. and Wagner, R.F.",
        TITLE = "A general model for finite-sample effects in training and testing of
competing classifiers",
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        VOLUME = "25",
        YEAR = "2003",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1561-1569",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113266"}

@article{bb117068,
        AUTHOR = "Inoue, M. and Ueda, N.",
        TITLE = "Exploitation of unlabeled sequences in hidden Markov models",
        JOURNAL = PAMI,
        VOLUME = "25",
        YEAR = "2003",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1570-1581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113267"}

@article{bb117069,
        AUTHOR = "Sanchez, J.S.",
        TITLE = "High training set size reduction by space partitioning and prototype
abstraction",
        JOURNAL = PR,
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        YEAR = "2004",
        NUMBER = "7",
        MONTH = "July",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113268"}

@article{bb117070,
        AUTHOR = "Wang, H.C. and Zhang, L.M.",
        TITLE = "Linear generalization probe samples for face recognition",
        JOURNAL = PRL,
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        NUMBER = "8",
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        PAGES = "829-840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113269"}

@article{bb117071,
        AUTHOR = "Prudencio, R.B.C. and Ludermir, T.B. and de Carvalho, F.A.T.",
        TITLE = "A Modal Symbolic Classifier for selecting time series models",
        JOURNAL = PRL,
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        YEAR = "2004",
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        PAGES = "911-921",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113270"}

@article{bb117072,
        AUTHOR = "Kuo, B.C. and Chang, K.Y.",
        TITLE = "Feature Extractions for Small Sample Size Classification Problem",
        JOURNAL = GeoRS,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113271"}

@article{bb117073,
        AUTHOR = "Angiulli, F.",
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        JOURNAL = PAMI,
        VOLUME = "29",
        YEAR = "2007",
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        MONTH = "October",
        PAGES = "1746-1758",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113272"}

@article{bb117074,
        AUTHOR = "Farhangfar, A. and Kurgan, L.A. and Dy, J.G.",
        TITLE = "Impact of imputation of missing values on classification error for
discrete data",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113273"}

@article{bb117075,
        AUTHOR = "Koikkalainen, J. and Tolli, T. and Lauerma, K. and Antila, K. and Mattila, E. and Lilja, M. and Lotjonen, J.",
        TITLE = "Methods of Artificial Enlargement of the Training Set for Statistical
Shape Models",
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        MONTH = "November",
        PAGES = "1643-1654",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113274"}

@article{bb117076,
        AUTHOR = "Peres, R.T. and Pedreira, C.E.",
        TITLE = "Generalized Risk Zone: Selecting Observations for Classification",
        JOURNAL = PAMI,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113275"}

@article{bb117077,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113276"}

@inproceedings{bb117078,
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        TITLE = "Learning to classify by ongoing feature selection",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113276"}

@inproceedings{bb117079,
        AUTHOR = "Levi, D. and Ullman, S.",
        TITLE = "Learning Model Complexity in an Online Environment",
        BOOKTITLE = CRV09,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113277"}

@article{bb117080,
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Datasets",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113278"}

@article{bb117081,
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        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113279"}

@article{bb117082,
        AUTHOR = "Inesta, J.M. and Rico Juan, J.R.",
        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
        JOURNAL = PRL,
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        NUMBER = "10",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113279"}

@article{bb117083,
        AUTHOR = "Korting, T.S. and Garcia Fonseca, L.M. and Castejon, E.F. and Namikawa, L.M.",
        TITLE = "Improvements in Sample Selection Methods for Image Classification",
        JOURNAL = RS,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113280"}

@article{bb117084,
        AUTHOR = "Cheng, D.S. and Setti, F. and Zeni, N. and Ferrario, R. and Cristani, M.",
        TITLE = "Semantically-driven automatic creation of training sets for object
recognition",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113281"}

@article{bb117085,
        AUTHOR = "Hamidzadeh, J. and Monsefi, R. and Yazdi, H.S.",
        TITLE = "IRAHC: Instance Reduction Algorithm using Hyperrectangle Clustering",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113282"}

@article{bb117086,
        AUTHOR = "Ma, L. and Cheng, L. and Li, M.C. and Liu, Y.X. and Ma, X.X.",
        TITLE = "Training set size, scale, and features in Geographic Object-Based
Image Analysis of very high resolution unmanned aerial vehicle
imagery",
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        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113283"}

@article{bb117087,
        AUTHOR = "Yang, W. and Yin, X.S. and Xia, G.S.",
        TITLE = "Learning High-level Features for Satellite Image Classification With
Limited Labeled Samples",
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        YEAR = "2015",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4472-4482",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113284"}

@article{bb117088,
        AUTHOR = "Wu, H. and Miao, Z.J. and Chen, J.Y. and Yang, J. and Gao, X.",
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instances",
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        YEAR = "2015",
        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113285"}

@article{bb117089,
        AUTHOR = "Colditz, R.R.",
        TITLE = "An Evaluation of Different Training Sample Allocation Schemes for
Discrete and Continuous Land Cover Classification Using Decision
Tree-Based Algorithms",
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        NUMBER = "8",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113286"}

@article{bb117090,
        AUTHOR = "Huang, X. and Weng, C.L. and Lu, Q.K. and Feng, T.T. and Zhang, L.P.",
        TITLE = "Automatic Labelling and Selection of Training Samples for
High-Resolution Remote Sensing Image Classification over Urban Areas",
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        YEAR = "2015",
        NUMBER = "12",
        PAGES = "15819",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113287"}

@article{bb117091,
        AUTHOR = "Ekambaram, R. and Fefilatyev, S. and Shreve, M. and Kramer, K. and Hall, L.O. and Goldgof, D.B. and Kasturi, R.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113288"}

@article{bb117092,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113289"}

@article{bb117093,
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@inproceedings{bb117094,
        AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
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@inproceedings{bb117095,
        AUTHOR = "Paulin, M. and Revaud, J. and Harchaoui, Z. and Perronnin, F. and Schmid, C.",
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@article{bb117096,
        AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, I. and Kittler, J.V.",
        TITLE = "SALIC: Social Active Learning for Image Classification",
        JOURNAL = MultMed,
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        NUMBER = "8",
        MONTH = "August",
        PAGES = "1488-1503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113293"}

@article{bb117097,
        AUTHOR = "Yao, Y. and Zhang, J. and Shen, F. and Hua, X. and Xu, J. and Tang, Z.",
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A Domain Robust Approach",
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        NUMBER = "8",
        MONTH = "August",
        PAGES = "1771-1784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113294"}

@article{bb117098,
        AUTHOR = "Rahmani, M. and Atia, G.K.",
        TITLE = "Spatial Random Sampling: A Structure-Preserving Data Sketching Tool",
        JOURNAL = SPLetters,
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        NUMBER = "9",
        MONTH = "September",
        PAGES = "1398-1402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113295"}

@article{bb117099,
        AUTHOR = "Liu, H.F. and Tao, Z.Q. and Fu, Y.",
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        JOURNAL = PAMI,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT113296"}