@article{bb136300,
        AUTHOR = "Skurichina, M. and Duin, R.P.W.",
        TITLE = "Regularisation of Linear Classifiers by Adding Redundant Features",
        JOURNAL = PAA,
        VOLUME = "2",
        YEAR = "1999",
        NUMBER = "1",
        PAGES = "44-52",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132307"}

@article{bb136301,
        AUTHOR = "Hodgson, M.E.",
        TITLE = "What Size Window for Image Classification: A Cognitive Perspective",
        JOURNAL = PhEngRS,
        VOLUME = "64",
        YEAR = "1998",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "797-807",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132308"}

@article{bb136302,
        AUTHOR = "Guyon, I. and Makhoul, J. and Schwartz, R. and Vapnik, V.",
        TITLE = "What Size Test Set Gives Good Error Rate Estimates?",
        JOURNAL = PAMI,
        VOLUME = "20",
        YEAR = "1998",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "52-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132309"}

@article{bb136303,
        AUTHOR = "Avena, G.C. and Ricotta, C. and Volpe, F.",
        TITLE = "The influence of principal component analysis on the spatial structure
of a multispectral dataset",
        JOURNAL = JRS,
        VOLUME = "20",
        YEAR = "1999",
        NUMBER = "17",
        MONTH = "November",
        PAGES = "3367",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132310"}

@article{bb136304,
        AUTHOR = "Sitek, A. and Gullberg, G.T. and Huesman, R.H.",
        TITLE = "Correction for ambiguous solutions in factor analysis using a penalized
least squares objective",
        JOURNAL = MedImg,
        VOLUME = "21",
        YEAR = "2002",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "216-225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132311"}

@article{bb136305,
        AUTHOR = "Ennaji, A. and Ribert, A. and Lecourtier, Y.",
        TITLE = "From data topology to a modular classifier",
        JOURNAL = IJDAR,
        VOLUME = "6",
        YEAR = "2003",
        NUMBER = "1",
        PAGES = "1-9",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132312"}

@inproceedings{bb136306,
        AUTHOR = "Ribert, A. and Ennaji, A. and Lecourtier, Y.",
        TITLE = "Clustering Data: Dealing with High Density Variations",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 736-739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132313"}

@inproceedings{bb136307,
        AUTHOR = "Stocker, E. and Ribert, A. and Lecourtier, Y. and Ennaji, A.",
        TITLE = "Incremental Distributed Classifier Building",
        BOOKTITLE = ICPR96,
        YEAR = "1996",
        PAGES = "IV: 128-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132314"}

@article{bb136308,
        AUTHOR = "Liu, Z.Y. and Chiu, K.C. and Xu, L.",
        TITLE = "Investigations on Non-Gaussian Factor Analysis",
        JOURNAL = SPLetters,
        VOLUME = "11",
        YEAR = "2004",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "597-600",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132315"}

@article{bb136309,
        AUTHOR = "Wang, Y. and Huang, S.T.",
        TITLE = "Training TSVM with the proper number of positive samples",
        JOURNAL = PRL,
        VOLUME = "26",
        YEAR = "2005",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "2187-2194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132316"}

@article{bb136310,
        AUTHOR = "Knijnenburg, T.A. and Reinders, M.J.T. and Wessels, L.F.A.",
        TITLE = "Artifacts of Markov blanket filtering based on discretized features in
small sample size applications",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "7",
        MONTH = "May",
        PAGES = "709-714",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132317"}

@article{bb136311,
        AUTHOR = "Lai, C. and Reinders, M.J.T. and Wessels, L.F.A.",
        TITLE = "Random subspace method for multivariate feature selection",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "10",
        MONTH = "July",
        PAGES = "1067-1076",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132318"}

@article{bb136312,
        AUTHOR = "Li, Y.L. and Wessels, L.F.A. and de Ridder, D. and Reinders, M.J.T.",
        TITLE = "Classification in the presence of class noise using a probabilistic
Kernel Fisher method",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3349-3357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132319"}

@article{bb136313,
        AUTHOR = "Reinders, M.J.T. and de Ridder, D. and Wessels, L.F.A. and Li, Y.L.",
        TITLE = "Classification in the presence of class noise using a probabilistic
Kernel Fisher method",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1214",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132319"}

@article{bb136314,
        AUTHOR = "Liang, Y.X. and Li, C.R. and Gong, W.G. and Pan, Y.J.",
        TITLE = "Uncorrelated linear discriminant analysis based on weighted pairwise
Fisher criterion",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3606-3615",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132320"}

@article{bb136315,
        AUTHOR = "Isaksson, A. and Wallman, M. and Goransson, H. and Gustafsson, M.G.",
        TITLE = "Cross-validation and bootstrapping are unreliable in small sample
classification",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "1960-1965",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132321"}

@article{bb136316,
        AUTHOR = "Das, K. and Nenadic, Z.",
        TITLE = "An efficient discriminant-based solution for small sample size problem",
        JOURNAL = PR,
        VOLUME = "42",
        YEAR = "2009",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "857-866",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132322"}

@article{bb136317,
        AUTHOR = "Jacquemont, S. and Jacquenet, F. and Sebban, M.",
        TITLE = "A lower bound on the sample size needed to perform a significant
frequent pattern mining task",
        JOURNAL = PRL,
        VOLUME = "30",
        YEAR = "2009",
        NUMBER = "11",
        MONTH = "August",
        PAGES = "960-967",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132323"}

@article{bb136318,
        AUTHOR = "Macia, N. and Bernado Mansilla, E. and Orriols Puig, A. and Ho, T.K.",
        TITLE = "Learner excellence biased by data set selection:
A case for data characterisation and artificial data sets",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1054-1066",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132324"}

@inproceedings{bb136319,
        AUTHOR = "Macia, N. and Bernado Mansilla, E. and Orriols Puig, A.",
        TITLE = "Preliminary approach on synthetic data sets generation based on class
separability measure",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132325"}

@inproceedings{bb136320,
        AUTHOR = "Macia, N. and Ho, T.K. and Orriols Puig, A. and Bernado Mansilla, E.",
        TITLE = "The Landscape Contest at ICPR 2010",
        BOOKTITLE = "ICPR-Contests10",
        YEAR = "2010",
        PAGES = "29-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132326"}

@article{bb136321,
        AUTHOR = "Hanczar, B. and Dougherty, E.R.",
        TITLE = "The reliability of estimated confidence intervals for classification
error rates when only a single sample is available",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1067-1077",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132327"}

@article{bb136322,
        AUTHOR = "Wu, H. and Miao, Z.J. and Wang, Y. and Lin, M.",
        TITLE = "Optimized recognition with few instances based on semantic distance",
        JOURNAL = VC,
        VOLUME = "31",
        YEAR = "2015",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "367-375",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132328"}

@article{bb136323,
        AUTHOR = "Hsiao, P.H. and Chang, F.J. and Lin, Y.Y.",
        TITLE = "Learning Discriminatively Reconstructed Source Data for Object
Recognition With Few Examples",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3518-3532",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132329"}

@article{bb136324,
        AUTHOR = "Potapov, A. and Potapova, V. and Peterson, M.",
        TITLE = "A feasibility study of an autoencoder meta-model for improving
generalization capabilities on training sets of small sizes",
        JOURNAL = PRL,
        VOLUME = "80",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "24-29",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132330"}

@article{bb136325,
        AUTHOR = "Li, D. and Liu, S.L. and Zhang, H.L.",
        TITLE = "A method of anomaly detection and fault diagnosis with online
adaptive learning under small training samples",
        JOURNAL = PR,
        VOLUME = "64",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "374-385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132331"}

@article{bb136326,
        AUTHOR = "Kuncheva, L.I. and Rodriguez, J.J.",
        TITLE = "On feature selection protocols for very low-sample-size data",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "660-673",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132332"}

@article{bb136327,
        AUTHOR = "Pan, B. and Shi, Z.W. and Xu, X.",
        TITLE = "MugNet: Deep Learning for Hyperspectral Image Classification Using
Limited Samples",
        JOURNAL = PandRS,
        VOLUME = "145",
        YEAR = "2018",
        PAGES = "108-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132333"}

@article{bb136328,
        AUTHOR = "Cadoni, M. and Lagorio, A. and Grosso, E.",
        TITLE = "Incremental models based on features persistence for object
recognition",
        JOURNAL = PRL,
        VOLUME = "122",
        YEAR = "2019",
        PAGES = "38-44",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132334"}

@article{bb136329,
        AUTHOR = "Wei, W. and Dai, H. and Liang, W.T.",
        TITLE = "Exponential sparsity preserving projection with applications to image
recognition",
        JOURNAL = PR,
        VOLUME = "104",
        YEAR = "2020",
        PAGES = "107357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132335"}

@article{bb136330,
        AUTHOR = "Zhai, Y.K. and Deng, W.B. and Lan, T. and Sun, B. and Ying, Z. and Gan, J.Y. and Mai, C.Y. and Li, J.W. and Labati, R.D. and Piuri, V. and Scotti, F.",
        TITLE = "MFFA-SARNET: Deep Transferred Multi-Level Feature Fusion Attention
Network with Dual Optimized Loss for Small-Sample SAR ATR",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132336"}

@article{bb136331,
        AUTHOR = "Wen, Z.D. and Liu, Z.G. and Zhang, S. and Pan, Q.",
        TITLE = "Rotation Awareness Based Self-Supervised Learning for SAR Target
Recognition With Limited Training Samples",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "7266-7279",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132337"}

@article{bb136332,
        AUTHOR = "Feng, F. and Zhang, Y.S. and Zhang, J. and Liu, B.",
        TITLE = "Small Sample Hyperspectral Image Classification Based on Cascade
Fusion of Mixed Spatial-Spectral Features and Second-Order Pooling",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132338"}

@article{bb136333,
        AUTHOR = "Lin, L. and Liu, B. and Zheng, X. and Xiao, Y.S.",
        TITLE = "An Efficient Image Categorization Method With Insufficient Training
Samples",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3244-3260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132339"}

@article{bb136334,
        AUTHOR = "Ding, C. and Chen, Y. and Li, R.Z. and Wen, D. and Xie, X.Y. and Zhang, L. and Wei, W. and Zhang, Y.N.",
        TITLE = "Integrating Hybrid Pyramid Feature Fusion and Coordinate Attention
for Effective Small Sample Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "10",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132340"}

@article{bb136335,
        AUTHOR = "Zhang, S.H. and Zhang, X.H. and Li, T.R. and Meng, H.Y. and Cao, X.H. and Wang, L.",
        TITLE = "Adversarial Representation Learning for Hyperspectral Image
Classification with Small-Sized Labeled Set",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "11",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132341"}

@article{bb136336,
        AUTHOR = "Cao, X.F. and Tsang, I.W.",
        TITLE = "Distribution Disagreement via Lorentzian Focal Representation",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6872-6889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132342"}

@article{bb136337,
        AUTHOR = "Feng, F. and Zhang, Y.S. and Zhang, J. and Liu, B.",
        TITLE = "Low-Rank Constrained Attention-Enhanced Multiple
Spatial-Spectral Feature Fusion for Small Sample Hyperspectral
Image Classification",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "2",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132343"}

@article{bb136338,
        AUTHOR = "Zhang, T.J. and Wang, D.L. and Mullins, A. and Lu, Y.",
        TITLE = "Integrated APC-GAN and AttuNet Framework for Automated Pavement Crack
Pixel-Level Segmentation: A New Solution to Small Training Datasets",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4474-4481",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132344"}

@article{bb136339,
        AUTHOR = "Lu, J. and Gong, P.H. and Ye, J.P. and Zhang, J.W. and Zhang, C.S.",
        TITLE = "A survey on machine learning from few samples",
        JOURNAL = PR,
        VOLUME = "139",
        YEAR = "2023",
        PAGES = "109480",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132345"}

@article{bb136340,
        AUTHOR = "Wang, X.Z. and Liu, J.H. and Chi, W.J. and Wang, W.G. and Ni, Y.",
        TITLE = "Advances in Hyperspectral Image Classification Methods with Small
Samples: A Review",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "15",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132346"}

@article{bb136341,
        AUTHOR = "Yu, C. and Zhai, Y. and Huang, H.F. and Wang, Q.S. and Zhou, W.",
        TITLE = "Capsule Broad Learning System Network for Robust Synthetic Aperture
Radar Automatic Target Recognition with Small Samples",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "9",
        PAGES = "1526",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132347"}

@article{bb136342,
        AUTHOR = "Amoako, P.Y.O. and Cao, G. and Shi, B.S. and Yang, D. and Acka, B.B.",
        TITLE = "Orthogonal Capsule Network with Meta-Reinforcement Learning for Small
Sample Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "2",
        PAGES = "215",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132348"}

@article{bb136343,
        AUTHOR = "Lu, Z.Y. and Liu, C.B. and Chang, X.J. and Zhang, Y.D. and Xie, H.T.",
        TITLE = "DHVT: Dynamic Hybrid Vision Transformer for Small Dataset Recognition",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2615-2631",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132349"}

@inproceedings{bb136344,
        AUTHOR = "Asanomi, T. and Matsuo, S. and Suehiro, D. and Bise, R.",
        TITLE = "MixBag: Bag-Level Data Augmentation for Learning from Label
Proportions",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16524-16533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132350"}

@inproceedings{bb136345,
        AUTHOR = "Brigato, L. and Mougiakakou, S.",
        TITLE = "No Data Augmentation? Alternative Regularizations for Effective
Training on Small Datasets",
        BOOKTITLE = VIPriors23,
        YEAR = "2023",
        PAGES = "139-148",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132351"}

@inproceedings{bb136346,
        AUTHOR = "Pang, Z.Q. and Hu, Z.Y. and Tokmakov, P. and Wang, Y.X. and Hebert, M.",
        TITLE = "Unlocking the Full Potential of Small Data with Diverse Supervision",
        BOOKTITLE = LLID21,
        YEAR = "2021",
        PAGES = "2642-2652",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132352"}

@inproceedings{bb136347,
        AUTHOR = "Jeon, H. and Han, S. and Lee, S. and Woo, S.S.",
        TITLE = "Compensating for the Lack of Extra Training Data by Learning Extra
Representation",
        BOOKTITLE = ACCV20,
        YEAR = "2020",
        PAGES = "VI:532-548",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132353"}

@article{bb136348,
        AUTHOR = "Hurtik, P. and Molek, V. and Perfilieva, I.",
        TITLE = "Novel dimensionality reduction approach for unsupervised learning on
small datasets",
        JOURNAL = PR,
        VOLUME = "103",
        YEAR = "2020",
        PAGES = "107291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132354"}

@inproceedings{bb136349,
        AUTHOR = "Barz, B. and Denzler, J.",
        TITLE = "Deep Learning on Small Datasets without Pre-Training using Cosine
Loss",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "1360-1369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132355"}

@inproceedings{bb136350,
        AUTHOR = "Sandler, M. and Baccash, J. and Zhmoginov, A. and Howard, A.",
        TITLE = "Non-Discriminative Data or Weak Model? On the Relative Importance of
Data and Model Resolution",
        BOOKTITLE = RLQ19,
        YEAR = "2019",
        PAGES = "1036-1044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132356"}

@inproceedings{bb136351,
        AUTHOR = "Kaushal, V. and Iyer, R. and Kothawade, S. and Mahadev, R. and Doctor, K. and Ramakrishnan, G.",
        TITLE = "Learning From Less Data: A Unified Data Subset Selection and Active
Learning Framework for Computer Vision",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1289-1299",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132357"}

@article{bb136352,
        AUTHOR = "Zhang, Z.L. and Li, J. and Guo, Y.L. and Li, X. and Lin, Y.B. and Xiao, G.B. and Wang, C.",
        TITLE = "Robust procedural model fitting with a new geometric similarity
estimator",
        JOURNAL = PR,
        VOLUME = "85",
        YEAR = "2019",
        PAGES = "120-131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132358"}

@inproceedings{bb136353,
        AUTHOR = "Davari, A. and Christlein, V. and Vesal, S. and Maier, A. and Riess, C.",
        TITLE = "GMM Supervectors for Limited Training Data in Hyperspectral Remote
Sensing Image Classification",
        BOOKTITLE = CAIP17,
        YEAR = "2017",
        PAGES = "II: 296-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132359"}

@inproceedings{bb136354,
        AUTHOR = "Ustuner, M. and Sanli, F.B. and Abdikan, S.",
        TITLE = "Balanced Vs Imbalanced Training Data: Classifying Rapideye Data With
Support Vector Machines",
        BOOKTITLE = ISPRS16,
        YEAR = "2016",
        PAGES = "B7: 379-384",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132360"}

@inproceedings{bb136355,
        AUTHOR = "Su, H. and Yin, Z.Z. and Kanade, T. and Huh, S.",
        TITLE = "Active sample selection and correction propagation on a
gradually-augmented graph",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "1975-1983",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132361"}

@inproceedings{bb136356,
        AUTHOR = "Kadar, I. and Ben Shahar, O.",
        TITLE = "Small sample scene categorization from perceptual relations",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "2711-2718",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132362"}

@inproceedings{bb136357,
        AUTHOR = "Singh, M. and Gupta, P.K. and Mishra, S.",
        TITLE = "Automated test data generation for mutation testing using AspectJ
programs",
        BOOKTITLE = ICIIP11,
        YEAR = "2011",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132363"}

@inproceedings{bb136358,
        AUTHOR = "Xia, X.T. and Zhou, Q. and Zhu, J.M.",
        TITLE = "Evaluation for repeatability and reproducibility of information poor
process",
        BOOKTITLE = IASP10,
        YEAR = "2010",
        PAGES = "528-531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132364"}

@inproceedings{bb136359,
        AUTHOR = "Petersen, H. and Poon, J.",
        TITLE = "Reworking Bridging for Use within the Image Domain",
        BOOKTITLE = CAIP09,
        YEAR = "2009",
        PAGES = "832-839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132365"}

@inproceedings{bb136360,
        AUTHOR = "Ricamato, M.T. and Marrocco, C. and Tortorella, F.",
        TITLE = "MCS-based balancing techniques for skewed classes:
An empirical comparison",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132366"}

@inproceedings{bb136361,
        AUTHOR = "Na, J.H. and Yun, S.M. and Kim, M.S. and Choi, J.Y.",
        TITLE = "Relevant pattern selection for subspace learning",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132367"}

@inproceedings{bb136362,
        AUTHOR = "Xu, Y. and Zhang, D.",
        TITLE = "A New Solution Scheme of Unsupervised Locality Preserving Projection
Method for the SSS Problem",
        BOOKTITLE = SSPR08,
        YEAR = "2008",
        PAGES = "775-781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132368"}

@inproceedings{bb136363,
        AUTHOR = "Morales Manilla, L.R. and Sanchez Diaz, G.",
        TITLE = "FS-EX Plus: A New Algorithm for the Calculation of Typical FS-Testor
Set",
        BOOKTITLE = CIARP07,
        YEAR = "2007",
        PAGES = "380-386",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132369"}

@inproceedings{bb136364,
        AUTHOR = "Zheng, Y.J. and Yang, J.Y. and Yang, J. and Wu, X.J.",
        TITLE = "Effective classification image space which can solve small sample size
problem",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "II: 861-864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132370"}

@inproceedings{bb136365,
        AUTHOR = "Pranckeviciene, E. and Ho, T.K. and Somorjai, R.",
        TITLE = "Class Separability in Spaces Reduced By Feature Selection",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 254-257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132371"}

@inproceedings{bb136366,
        AUTHOR = "Xuan, G.R. and Zhu, X.M. and Chai, P.Q. and Zhang, Z.P. and Shi, Y.Q. and Fu, D.D.",
        TITLE = "Feature Selection based on the Bhattacharyya Distance",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 1232-1235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132372"}

@inproceedings{bb136367,
        AUTHOR = "Fu, D.D. and Shi, Y.Q. and Zhang, Z.P. and Chai, P.Q. and Zhu, X.M. and Xuan, G.R.",
        TITLE = "Feature Selection based on the Bhattacharyya Distance",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "IV: 957",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132372"}

@inproceedings{bb136368,
        AUTHOR = "Levi, K. and Fink, M. and Weiss, Y.",
        TITLE = "Learning From a Small Number of Training Examples by Exploiting Object
Categories",
        BOOKTITLE = LCV04,
        YEAR = "2004",
        PAGES = "96",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132373"}

@inproceedings{bb136369,
        AUTHOR = "Ulusoy, I. and Bishop, C.M.",
        TITLE = "Comparison of Generative and Discriminative Techniques for Object
Detection and Classification",
        BOOKTITLE = CLOR06,
        YEAR = "2006",
        PAGES = "173-195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132374"}

@inproceedings{bb136370,
        AUTHOR = "Ulusoy, I. and Bishop, C.M.",
        TITLE = "Generative versus Discriminative Methods for Object Recognition",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 258-265",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132375"}

@inproceedings{bb136371,
        AUTHOR = "Salah, A.A. and Alpaydin, E.",
        TITLE = "Incremental mixtures of factor analysers",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "I: 276-279",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132376"}

@inproceedings{bb136372,
        AUTHOR = "Huang, R. and Liu, Q.S. and Lu, H.Q. and Ma, S.D.",
        TITLE = "Solving the small sample size problem of LDAf",
        BOOKTITLE = ICPR02,
        YEAR = "2002",
        PAGES = "III: 29-32",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132377"}

@inproceedings{bb136373,
        AUTHOR = "Duin, R.P.W.",
        TITLE = "Relational Discriminant Analysis and its Large Sample Size Problem",
        BOOKTITLE = ICPR98,
        YEAR = "1998",
        PAGES = "Vol I: 445-449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT132378"}

@article{bb136374,
        AUTHOR = "Barandela, R. and Sanchez, J.S. and Garcia, V. and Rangel, E.",
        TITLE = "Strategies for learning in class imbalance problems",
        JOURNAL = PR,
        VOLUME = "36",
        YEAR = "2003",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "849-851",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132379"}

@article{bb136375,
        AUTHOR = "Sun, Y.M. and Kamel, M.S. and Wong, A.K.C. and Wang, Y.",
        TITLE = "Cost-sensitive boosting for classification of imbalanced data",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3358-3378",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132380"}

@article{bb136376,
        AUTHOR = "Tang, Y. and Zhang, Y.Q. and Chawla, N.V. and Krasser, S.",
        TITLE = "SVMs Modeling for Highly Imbalanced Classification",
        JOURNAL = SMC-B,
        VOLUME = "39",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "February",
        PAGES = "281-288",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132381"}

@article{bb136377,
        AUTHOR = "Perez Godoy, M.D. and Fernandez, A. and Rivera, A.J. and Jose del Jesus, M.",
        TITLE = "Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for
imbalanced data sets",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "15",
        MONTH = "November",
        PAGES = "2375-2388",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132382"}

@article{bb136378,
        AUTHOR = "Soda, P.",
        TITLE = "A multi-objective optimisation approach for class imbalance learning",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1801-1810",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132383"}

@article{bb136379,
        AUTHOR = "Tahir, M.A. and Kittler, J.V. and Bouridane, A.",
        TITLE = "Multilabel classification using heterogeneous ensemble of multi-label
classifiers",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "513-523",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132384"}

@article{bb136380,
        AUTHOR = "Thanathamathee, P. and Lursinsap, C.",
        TITLE = "Handling imbalanced data sets with synthetic boundary data generation
using bootstrap re-sampling and AdaBoost techniques",
        JOURNAL = PRL,
        VOLUME = "34",
        YEAR = "2013",
        NUMBER = "12",
        MONTH = "September",
        PAGES = "1339-1347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132385"}

@article{bb136381,
        AUTHOR = "Liu, R.C. and Chen, Y.Y. and Jiao, L.C. and Li, Y.Y.",
        TITLE = "A particle swarm optimization based simultaneous learning framework
for clustering and classification",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "6",
        PAGES = "2143-2152",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132386"}

@article{bb136382,
        AUTHOR = "Maldonado, S. and Lopez, J.",
        TITLE = "Imbalanced data classification using second-order cone programming
support vector machines",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "5",
        PAGES = "2070-2079",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132387"}

@article{bb136383,
        AUTHOR = "Shao, Y.H. and Chen, W.J. and Zhang, J.J. and Wang, Z. and Deng, N.Y.",
        TITLE = "An efficient weighted Lagrangian twin support vector machine for
imbalanced data classification",
        JOURNAL = PR,
        VOLUME = "47",
        YEAR = "2014",
        NUMBER = "9",
        PAGES = "3158-3167",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132388"}

@article{bb136384,
        AUTHOR = "Sun, Z.B. and Song, Q.B. and Zhu, X.Y. and Sun, H. and Xu, B. and Zhou, Y.M.",
        TITLE = "A novel ensemble method for classifying imbalanced data",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1623-1637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132389"}

@article{bb136385,
        AUTHOR = "Jiang, Z.L. and Lin, Z. and Ling, H.B. and Porikli, F.M. and Shao, L. and Turaga, P.K.",
        TITLE = "Discriminative feature learning from big data for visual recognition",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "10",
        PAGES = "2961-2963",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132390"}

@article{bb136386,
        AUTHOR = "Zhao, J. and Wang, L.T. and Cabral, R.S. and de la Torre, F.",
        TITLE = "Feature and Region Selection for Visual Learning",
        JOURNAL = IP,
        VOLUME = "25",
        YEAR = "2016",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1084-1094",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132391"}

@article{bb136387,
        AUTHOR = "Cheng, F.Y. and Zhang, J. and Wen, C.H.",
        TITLE = "Cost-Sensitive Large margin Distribution Machine for classification
of imbalanced data",
        JOURNAL = PRL,
        VOLUME = "80",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "107-112",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132392"}

@article{bb136388,
        AUTHOR = "Hafiz, F. and Swain, A. and Patel, N. and Naik, C.",
        TITLE = "A two-dimensional (2-D) learning framework for Particle Swarm based
feature selection",
        JOURNAL = PR,
        VOLUME = "76",
        YEAR = "2018",
        NUMBER = "1",
        PAGES = "416-433",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132393"}

@article{bb136389,
        AUTHOR = "Huang, J. and Li, G. and Huang, Q. and Wu, X.",
        TITLE = "Joint Feature Selection and Classification for Multilabel Learning",
        JOURNAL = Cyber,
        VOLUME = "48",
        YEAR = "2018",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "876-889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132394"}

@article{bb136390,
        AUTHOR = "Zhang, X.G. and Wang, D.X. and Zhou, Y.C. and Chen, H. and Cheng, F.Y. and Liu, M.",
        TITLE = "Kernel modified optimal margin distribution machine for imbalanced
data classification",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "325-332",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132395"}

@article{bb136391,
        AUTHOR = "Vluymans, S. and Tarrago, D.S. and Saeys, Y. and Cornelis, C. and Herrera, F.",
        TITLE = "Fuzzy rough classifiers for class imbalanced multi-instance data",
        JOURNAL = PR,
        VOLUME = "53",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "36-45",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132396"}

@article{bb136392,
        AUTHOR = "Ng, W.W.Y. and Zeng, G.J. and Zhang, J.J. and Yeung, D.S. and Pedrycz, W.",
        TITLE = "Dual autoencoders features for imbalance classification problem",
        JOURNAL = PR,
        VOLUME = "60",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "875-889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132397"}

@article{bb136393,
        AUTHOR = "Zhang, X.Z. and Li, Y.X. and Kotagiri, R. and Wu, L.F. and Tari, Z. and Cheriet, M.",
        TITLE = "KRNN: k Rare-class Nearest Neighbour classification",
        JOURNAL = PR,
        VOLUME = "62",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "33-44",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132398"}

@article{bb136394,
        AUTHOR = "Zhu, C.M. and Wang, Z.",
        TITLE = "Entropy-based matrix learning machine for imbalanced data sets",
        JOURNAL = PRL,
        VOLUME = "88",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "72-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132399"}

@article{bb136395,
        AUTHOR = "Xu, Y.",
        TITLE = "Maximum Margin of Twin Spheres Support Vector Machine for Imbalanced
Data Classification",
        JOURNAL = Cyber,
        VOLUME = "47",
        YEAR = "2017",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1540-1550",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132400"}

@article{bb136396,
        AUTHOR = "Gonzalez, S. and Garcia, S. and Lazaro, M. and Figueiras Vidal, A.R. and Herrera, F.",
        TITLE = "Class Switching according to Nearest Enemy Distance for learning from
highly imbalanced data-sets",
        JOURNAL = PR,
        VOLUME = "70",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "12-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132401"}

@article{bb136397,
        AUTHOR = "Tang, B. and He, H.B.",
        TITLE = "GIR-based ensemble sampling approaches for imbalanced learning",
        JOURNAL = PR,
        VOLUME = "71",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "306-319",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132402"}

@article{bb136398,
        AUTHOR = "Ortigosa Hernandez, J. and Inza, I. and Lozano, J.A.",
        TITLE = "Measuring the class-imbalance extent of multi-class problems",
        JOURNAL = PRL,
        VOLUME = "98",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "32-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132403"}

@article{bb136399,
        AUTHOR = "Yuan, X.H. and Xie, L.J. and Abouelenien, M.",
        TITLE = "A regularized ensemble framework of deep learning for cancer
detection from multi-class, imbalanced training data",
        JOURNAL = PR,
        VOLUME = "77",
        YEAR = "2018",
        PAGES = "160-172",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT132404"}

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