@article{bb124000,
        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#TT120084"}

@article{bb124001,
        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#TT120085"}

@article{bb124002,
        AUTHOR = "Zhang, T.J. and Wang, D. 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#TT120086"}

@article{bb124003,
        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#TT120087"}

@article{bb124004,
        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#TT120088"}

@inproceedings{bb124005,
        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#TT120089"}

@inproceedings{bb124006,
        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#TT120090"}

@inproceedings{bb124007,
        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#TT120091"}

@inproceedings{bb124008,
        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#TT120092"}

@article{bb124009,
        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#TT120093"}

@inproceedings{bb124010,
        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#TT120094"}

@inproceedings{bb124011,
        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#TT120095"}

@inproceedings{bb124012,
        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#TT120096"}

@article{bb124013,
        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#TT120097"}

@inproceedings{bb124014,
        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#TT120098"}

@inproceedings{bb124015,
        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#TT120099"}

@inproceedings{bb124016,
        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#TT120100"}

@inproceedings{bb124017,
        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#TT120101"}

@inproceedings{bb124018,
        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#TT120102"}

@inproceedings{bb124019,
        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#TT120103"}

@inproceedings{bb124020,
        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#TT120104"}

@inproceedings{bb124021,
        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#TT120105"}

@inproceedings{bb124022,
        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#TT120106"}

@inproceedings{bb124023,
        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#TT120107"}

@inproceedings{bb124024,
        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#TT120108"}

@inproceedings{bb124025,
        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#TT120109"}

@inproceedings{bb124026,
        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#TT120110"}

@inproceedings{bb124027,
        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#TT120111"}

@inproceedings{bb124028,
        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#TT120111"}

@inproceedings{bb124029,
        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#TT120112"}

@inproceedings{bb124030,
        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#TT120113"}

@inproceedings{bb124031,
        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#TT120114"}

@inproceedings{bb124032,
        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#TT120115"}

@inproceedings{bb124033,
        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#TT120116"}

@inproceedings{bb124034,
        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#TT120117"}

@article{bb124035,
        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#TT120118"}

@article{bb124036,
        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#TT120119"}

@article{bb124037,
        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#TT120120"}

@article{bb124038,
        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#TT120121"}

@article{bb124039,
        AUTHOR = "Fernandez Navarro, F. and Hervas Martinez, C. and Gutierrez, P.A.",
        TITLE = "A dynamic over-sampling procedure based on sensitivity for multi-class
problems",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1821-1833",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120122"}

@article{bb124040,
        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#TT120123"}

@article{bb124041,
        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#TT120124"}

@article{bb124042,
        AUTHOR = "Tahir, M.A. and Kittler, J.V. and Yan, F.",
        TITLE = "Inverse random under sampling for class imbalance problem and its
application to multi-label classification",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "3738-3750",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120125"}

@article{bb124043,
        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#TT120126"}

@article{bb124044,
        AUTHOR = "Galar, M. and Fernandez, A. and Barrenechea, E. and Herrera, F.",
        TITLE = "EUSBoost: Enhancing ensembles for highly imbalanced data-sets by
evolutionary undersampling",
        JOURNAL = PR,
        VOLUME = "46",
        YEAR = "2013",
        NUMBER = "12",
        PAGES = "3460-3471",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120127"}

@article{bb124045,
        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#TT120128"}

@article{bb124046,
        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#TT120129"}

@article{bb124047,
        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#TT120130"}

@article{bb124048,
        AUTHOR = "d'Addabbo, A. and Maglietta, R.",
        TITLE = "Parallel selective sampling method for imbalanced and large data
classification",
        JOURNAL = PRL,
        VOLUME = "62",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "61-67",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120131"}

@article{bb124049,
        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#TT120132"}

@article{bb124050,
        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#TT120133"}

@article{bb124051,
        AUTHOR = "Saez, J.A. and Krawczyk, B. and Wozniak, M.",
        TITLE = "Analyzing the oversampling of different classes and types of examples
in multi-class imbalanced datasets",
        JOURNAL = PR,
        VOLUME = "57",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "164-178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120134"}

@article{bb124052,
        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#TT120135"}

@article{bb124053,
        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#TT120136"}

@article{bb124054,
        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#TT120137"}

@article{bb124055,
        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#TT120138"}

@article{bb124056,
        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#TT120139"}

@article{bb124057,
        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#TT120140"}

@article{bb124058,
        AUTHOR = "Devi, D. and Biswas, S.K. and Purkayastha, B.",
        TITLE = "Redundancy-driven modified Tomek-link based undersampling:
A solution to class imbalance",
        JOURNAL = PRL,
        VOLUME = "93",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "3-12",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120141"}

@article{bb124059,
        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#TT120142"}

@article{bb124060,
        AUTHOR = "Zhu, T.F. and Lin, Y.P. and Liu, Y.",
        TITLE = "Synthetic minority oversampling technique for multiclass imbalance
problems",
        JOURNAL = PR,
        VOLUME = "72",
        YEAR = "2017",
        NUMBER = "1",
        PAGES = "327-340",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120143"}

@article{bb124061,
        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#TT120144"}

@article{bb124062,
        AUTHOR = "Kang, Q. and Chen, X. and Li, S. and Zhou, M.",
        TITLE = "A Noise-Filtered Under-Sampling Scheme for Imbalanced Classification",
        JOURNAL = Cyber,
        VOLUME = "47",
        YEAR = "2017",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4263-4274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120145"}

@article{bb124063,
        AUTHOR = "Castellanos, F.J. and Valero Mas, J.J. and Calvo Zaragoza, J. and Rico Juan, J.R.",
        TITLE = "Oversampling imbalanced data in the string space",
        JOURNAL = PRL,
        VOLUME = "103",
        YEAR = "2018",
        PAGES = "32-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120146"}

@article{bb124064,
        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#TT120147"}

@article{bb124065,
        AUTHOR = "Krawczyk, B. and McInnes, B.T.",
        TITLE = "Local ensemble learning from imbalanced and noisy data for word sense
disambiguation",
        JOURNAL = PR,
        VOLUME = "78",
        YEAR = "2018",
        PAGES = "103-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120148"}

@article{bb124066,
        AUTHOR = "Fernandez Baldera, A. and Buenaposada, J.M. and Baumela, L.",
        TITLE = "BAdaCost: Multi-class Boosting with Costs",
        JOURNAL = PR,
        VOLUME = "79",
        YEAR = "2018",
        PAGES = "467-479",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120149"}

@inproceedings{bb124067,
        AUTHOR = "Fernandez Baldera, A. and Buenaposada, J.M. and Baumela, L.",
        TITLE = "Multi-class Boosting for Imbalanced Data",
        BOOKTITLE = IbPRIA15,
        YEAR = "2015",
        PAGES = "57-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120150"}

@article{bb124068,
        AUTHOR = "Li, S. and Song, W.F. and Qin, H. and Hao, A.",
        TITLE = "Deep variance network: An iterative, improved CNN framework for
unbalanced training datasets",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "294-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120151"}

@article{bb124069,
        AUTHOR = "Das, S. and Datta, S. and Chaudhuri, B.B.",
        TITLE = "Handling data irregularities in classification:
Foundations, trends, and future challenges",
        JOURNAL = PR,
        VOLUME = "81",
        YEAR = "2018",
        PAGES = "674-693",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120152"}

@article{bb124070,
        AUTHOR = "Metzler, G. and Badiche, X. and Belkasmi, B. and Fromont, E. and Habrard, A. and Sebban, M.",
        TITLE = "Learning maximum excluding ellipsoids from imbalanced data with
theoretical guarantees",
        JOURNAL = PRL,
        VOLUME = "112",
        YEAR = "2018",
        PAGES = "310-316",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120153"}

@article{bb124071,
        AUTHOR = "Gautheron, L. and Habrard, A. and Morvant, E. and Sebban, M.",
        TITLE = "Metric Learning from Imbalanced Data with Generalization Guarantees",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "298-304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120154"}

@article{bb124072,
        AUTHOR = "Zhu, R. and Wang, Z. and Ma, Z.Y. and Wang, G.J. and Xue, J.H.",
        TITLE = "LRID: A new metric of multi-class imbalance degree based on
likelihood-ratio test",
        JOURNAL = PRL,
        VOLUME = "116",
        YEAR = "2018",
        PAGES = "36-42",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120155"}

@article{bb124073,
        AUTHOR = "Luque, A. and Carrasco, A. and Martin, A. and de las Heras, A.",
        TITLE = "The impact of class imbalance in classification performance metrics
based on the binary confusion matrix",
        JOURNAL = PR,
        VOLUME = "91",
        YEAR = "2019",
        PAGES = "216-231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120156"}

@article{bb124074,
        AUTHOR = "Zhou, G.J. and Zhang, Y.",
        TITLE = "Transfer and Association:
A Novel Detection Method for Targets without Prior Homogeneous Samples",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "12",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120157"}

@article{bb124075,
        AUTHOR = "Sun, F. and Wang, R. and Wan, B. and Su, Y.J. and Guo, Q.H. and Huang, Y.X. and Wu, X.C.",
        TITLE = "Efficiency of Extreme Gradient Boosting for Imbalanced Land Cover
Classification Using an Extended Margin and Disagreement Performance",
        JOURNAL = IJGI,
        VOLUME = "8",
        YEAR = "2019",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120158"}

@article{bb124076,
        AUTHOR = "Sadhukhan, P. and Palit, S.",
        TITLE = "Reverse-nearest neighborhood based oversampling for imbalanced,
multi-label datasets",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "813-820",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120159"}

@article{bb124077,
        AUTHOR = "Indraswari, R. and Kurita, T. and Arifin, A.Z. and Suciati, N. and Astuti, E.R.",
        TITLE = "Multi-projection deep learning network for segmentation of 3D medical
images",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "791-797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120160"}

@article{bb124078,
        AUTHOR = "Kim, Y.G. and Kwon, Y.C. and Paik, M.C.",
        TITLE = "Valid oversampling schemes to handle imbalance",
        JOURNAL = PRL,
        VOLUME = "125",
        YEAR = "2019",
        PAGES = "661-667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120161"}

@article{bb124079,
        AUTHOR = "Kaur, H. and Pannu, H.S. and Malhi, A.K.",
        TITLE = "A Systematic Review on Imbalanced Data Challenges in Machine Learning:
Applications and Solutions",
        JOURNAL = Surveys,
        VOLUME = "52",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "September",
        PAGES = "Article No 79",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120162"}

@article{bb124080,
        AUTHOR = "Douzas, G. and Bacao, F. and Fonseca, J. and Khudinyan, M.",
        TITLE = "Imbalanced Learning in Land Cover Classification: Improving Minority
Classes' Prediction Accuracy Using the Geometric SMOTE Algorithm",
        JOURNAL = RS,
        VOLUME = "11",
        YEAR = "2019",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120163"}

@article{bb124081,
        AUTHOR = "Koziarski, M.",
        TITLE = "Radial-Based Undersampling for imbalanced data classification",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120164"}

@article{bb124082,
        AUTHOR = "Mullick, S.S. and Datta, S. and Dhekane, S.G. and Das, S.",
        TITLE = "Appropriateness of performance indices for imbalanced data
classification: An analysis",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120165"}

@article{bb124083,
        AUTHOR = "Richhariya, B. and Tanveer, M.",
        TITLE = "A reduced universum twin support vector machine for class imbalance
learning",
        JOURNAL = PR,
        VOLUME = "102",
        YEAR = "2020",
        PAGES = "107150",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120166"}

@article{bb124084,
        AUTHOR = "Shi, C.H. and Li, X.J. and Lv, J.C. and Yin, J. and Mumtaz, I.",
        TITLE = "Robust geodesic based outlier detection for class imbalance problem",
        JOURNAL = PRL,
        VOLUME = "131",
        YEAR = "2020",
        PAGES = "428-434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120167"}

@article{bb124085,
        AUTHOR = "Zhu, R. and Guo, Y. and Xue, J.H.",
        TITLE = "Adjusting the imbalance ratio by the dimensionality of imbalanced
data",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "217-223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120168"}

@article{bb124086,
        AUTHOR = "Huang, C.X. and Huang, X. and Fang, Y. and Xu, J.F. and Qu, Y. and Zhai, P.J. and Fan, L. and Yin, H. and Xu, Y. and Li, J.H.",
        TITLE = "Sample imbalance disease classification model based on association
rule feature selection",
        JOURNAL = PRL,
        VOLUME = "133",
        YEAR = "2020",
        PAGES = "280-286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120169"}

@article{bb124087,
        AUTHOR = "Xiao, G.B. and Zhou, X. and Yan, Y. and Wang, H.Z.",
        TITLE = "A two-step hypergraph reduction based fitting method for unbalanced
data",
        JOURNAL = PRL,
        VOLUME = "134",
        YEAR = "2020",
        PAGES = "106-115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120170"}

@article{bb124088,
        AUTHOR = "Jimenez Castano, C. and Alvarez Meza, A. and Orozco Gutierrez, A.",
        TITLE = "Enhanced automatic twin support vector machine for imbalanced data
classification",
        JOURNAL = PR,
        VOLUME = "107",
        YEAR = "2020",
        PAGES = "107442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120171"}

@article{bb124089,
        AUTHOR = "Wang, C. and Deng, C.Y. and Wang, S.Z.",
        TITLE = "Imbalance-XGBoost: leveraging weighted and focal losses for binary
label-imbalanced classification with XGBoost",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "190-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120172"}

@article{bb124090,
        AUTHOR = "Sadhukhan, P. and Palit, S.",
        TITLE = "Adaptive learning of minority class prior to minority oversampling",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "16-24",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120173"}

@article{bb124091,
        AUTHOR = "Santos, M.S. and Abreu, P.H. and Wilk, S. and Santos, J.",
        TITLE = "How distance metrics influence missing data imputation with k-nearest
neighbours",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "111-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120174"}

@article{bb124092,
        AUTHOR = "Zhu, Q.",
        TITLE = "On the performance of Matthews correlation coefficient (MCC) for
imbalanced dataset",
        JOURNAL = PRL,
        VOLUME = "136",
        YEAR = "2020",
        PAGES = "71-80",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120175"}

@article{bb124093,
        AUTHOR = "Gao, Y.L. and Yang, C.Y. and Lin, K.Y. and Pan, J.Y. and Li, L.",
        TITLE = "Conditional semi-fuzzy c-means clustering for imbalanced dataset",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "11",
        MONTH = "September",
        PAGES = "2343-2355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120176"}

@article{bb124094,
        AUTHOR = "Naboureh, A. and Li, A. and Bian, J.H. and Lei, G. and Amani, M.",
        TITLE = "A Hybrid Data Balancing Method for Classification of Imbalanced
Training Data within Google Earth Engine: Case Studies from
Mountainous Regions",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "20",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120177"}

@article{bb124095,
        AUTHOR = "Naboureh, A. and Ebrahimy, H. and Azadbakht, M. and Bian, J.H. and Amani, M.",
        TITLE = "RUESVMs: An Ensemble Method to Handle the Class Imbalance Problem in
Land Cover Mapping Using Google Earth Engine",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "21",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120178"}

@article{bb124096,
        AUTHOR = "Jing, X.Y. and Zhang, X.Y. and Zhu, X.K. and Wu, F. and You, X.G. and Gao, Y. and Shan, S.G. and Yang, J.Y.",
        TITLE = "Multiset Feature Learning for Highly Imbalanced Data Classification",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "139-156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120179"}

@article{bb124097,
        AUTHOR = "Quan, Y.H. and Zhong, X. and Feng, W. and Chan, J.C.W. and Li, Q. and Xing, M.D.",
        TITLE = "SMOTE-Based Weighted Deep Rotation Forest for the Imbalanced
Hyperspectral Data Classification",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120180"}

@article{bb124098,
        AUTHOR = "Yuan, M. and Xu, Y.T.",
        TITLE = "Bound estimation-based safe acceleration for maximum margin of twin
spheres machine with pinball loss",
        JOURNAL = PR,
        VOLUME = "114",
        YEAR = "2021",
        PAGES = "107860",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120181"}

@article{bb124099,
        AUTHOR = "Zhu, Y. and Ting, K.M. and Carman, M.J. and Angelova, M.",
        TITLE = "CDF Transform-and-Shift: An effective way to deal with datasets of
inhomogeneous cluster densities",
        JOURNAL = PR,
        VOLUME = "117",
        YEAR = "2021",
        PAGES = "107977",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605im1.html#TT120182"}

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