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@article{bb102460,
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        TITLE = "SIGT: Synthetic Image Generation Tool for Clustering Algorithms",
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@article{bb102461,
        AUTHOR = "Graaff, A.J. and Engelbrecht, A.P.",
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system",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98885"}

@article{bb102462,
        AUTHOR = "Yousef, W.A. and Wagner, R.F. and Loew, M.H.",
        TITLE = "Estimating the uncertainty in the estimated mean area under the ROC
curve of a classifier",
        JOURNAL = PRL,
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        YEAR = "2005",
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        MONTH = "December",
        PAGES = "2600-2610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98886"}

@article{bb102463,
        AUTHOR = "Yousef, W.A. and Wagner, R.F. and Loew, M.H.",
        TITLE = "Assessing Classifiers from Two Independent Data Sets Using ROC
Analysis: A Nonparametric Approach",
        JOURNAL = PAMI,
        VOLUME = "28",
        YEAR = "2006",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1809-1817",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98887"}

@inproceedings{bb102464,
        AUTHOR = "Yousef, W.A. and Wagner, R.F. and Loew, M.H.",
        TITLE = "Comparison of non-parametric methods for assessing classifier
performance in terms of ROC parameters",
        BOOKTITLE = AIPR04,
        YEAR = "2004",
        PAGES = "190-195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98888"}

@article{bb102465,
        AUTHOR = "Baraldi, A. and Bruzzone, L. and Blonda, P. and Carlin, L.",
        TITLE = "Badly Posed Classification of Remotely Sensed Images:
An Experimental Comparison of Existing Data Labeling Systems",
        JOURNAL = GeoRS,
        VOLUME = "44",
        YEAR = "2006",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "214-235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98889"}

@article{bb102466,
        AUTHOR = "Baraldi, A. and Bruzzone, L. and Blonda, P.",
        TITLE = "A Multiscale Expectation-Maximization Semisupervised Classifier
Suitable for Badly Posed Image Classification",
        JOURNAL = IP,
        VOLUME = "15",
        YEAR = "2006",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2208-2225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98890"}

@article{bb102467,
        AUTHOR = "Fawcett, T.",
        TITLE = "An introduction to ROC analysis",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "861-874",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98891"}

@article{bb102468,
        AUTHOR = "Stathakis, D. and Vasilakos, A.",
        TITLE = "Comparison of Computational Intelligence Based Classification
Techniques for Remotely Sensed Optical Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "44",
        YEAR = "2006",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2305-2318",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98892"}

@article{bb102469,
        AUTHOR = "Stathakis, D. and Kanellopoulos, I.",
        TITLE = "Global Elevation Ancillary Data for Land-use Classification Using
Granular Neural Networks",
        JOURNAL = PhEngRS,
        VOLUME = "74",
        YEAR = "2008",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "55-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98893"}

@article{bb102470,
        AUTHOR = "Stathakis, D. and Kanellopoulos, I.",
        TITLE = "Global Optimization versus Deterministic Pruning for the Classification
of Remotely Sensed Imagery",
        JOURNAL = PhEngRS,
        VOLUME = "74",
        YEAR = "2008",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1259-1266",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98894"}

@article{bb102471,
        AUTHOR = "Arbel, R. and Rokach, L.",
        TITLE = "Classifier evaluation under limited resources",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "14",
        MONTH = "October",
        PAGES = "1619-1631",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98895"}

@article{bb102472,
        AUTHOR = "Nangendo, G. and Skidmore, A.K. and van Oosten, H.",
        TITLE = "Mapping East African tropical forests and woodlands:
A comparison of classifiers",
        JOURNAL = PandRS,
        VOLUME = "61",
        YEAR = "2007",
        NUMBER = "6",
        MONTH = "February",
        PAGES = "393-404",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98896"}

@article{bb102473,
        AUTHOR = "An, S.J. and Liu, W.Q. and Venkatesh, S.",
        TITLE = "Fast cross-validation algorithms for least squares support vector
machine and kernel ridge regression",
        JOURNAL = PR,
        VOLUME = "40",
        YEAR = "2007",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2154-2162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98897"}

@inproceedings{bb102474,
        AUTHOR = "An, S.J. and Liu, W.Q. and Venkatesh, S.",
        TITLE = "Efficient Cross-validation of the Complete Two Stages in KFD Classifier
Formulation",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "III: 240-244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98898"}

@inproceedings{bb102475,
        AUTHOR = "An, S. and Peursum, P. and Liu, W.Q. and Venkatesh, S.",
        TITLE = "Efficient subwindow search with submodular score functions",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "1409-1416",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98899"}

@inproceedings{bb102476,
        AUTHOR = "An, S. and Peursum, P. and Liu, W.Q. and Venkatesh, S.",
        TITLE = "Efficient algorithms for subwindow search in object detection and
localization",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "264-271",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98900"}

@inproceedings{bb102477,
        AUTHOR = "An, S. and Peursum, P. and Liu, W.Q. and Venkatesh, S. and Chen, X.M.",
        TITLE = "Exploiting Monge structures in optimum subwindow search",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "926-933",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98901"}

@inproceedings{bb102478,
        AUTHOR = "Pham, D.S. and Venkatesh, S.",
        TITLE = "Robust learning of discriminative projection for multicategory
classification on the Stiefel manifold",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98902"}

@inproceedings{bb102479,
        AUTHOR = "Pham, D.S. and Venkatesh, S.",
        TITLE = "Joint learning and dictionary construction for pattern recognition",
        BOOKTITLE = CVPR08,
        YEAR = "2008",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98903"}

@article{bb102480,
        AUTHOR = "Bocher, P.K. and McCloy, K.R.",
        TITLE = "Optimizing Image Resolution to Maximize the Accuracy of Hard
Classification",
        JOURNAL = PhEngRS,
        VOLUME = "73",
        YEAR = "2007",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "893-904",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98904"}

@article{bb102481,
        AUTHOR = "Devarakota, P.R.R. and Mirbach, B. and Ottersten, B.",
        TITLE = "Reliability estimation of a statistical classifier",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "3",
        MONTH = "February",
        PAGES = "243-253",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98905"}

@article{bb102482,
        AUTHOR = "Sahiner, B. and Chan, H.P. and Hadjiiski, L.M.",
        TITLE = "Performance Analysis of Three-Class Classifiers:
Properties of a 3-D ROC Surface and the Normalized Volume Under the
Surface for the Ideal Observer",
        JOURNAL = MedImg,
        VOLUME = "27",
        YEAR = "2008",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "215-227",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98906"}

@article{bb102483,
        AUTHOR = "Volkovich, Z. and Barzily, Z. and Morozensky, L.",
        TITLE = "A statistical model of cluster stability",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2174-2188",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98907"}

@article{bb102484,
        AUTHOR = "Akhbardeh, A. and Nikhil and Koskinen, P.E. and Yli Harja, O.",
        TITLE = "Towards the experimental evaluation of novel supervised fuzzy adaptive
resonance theory for pattern classification",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "1082-1093",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98908"}

@article{bb102485,
        AUTHOR = "Ferri, C. and Hernandez Orallo, J. and Modroiu, R.",
        TITLE = "An experimental comparison of performance measures for classification",
        JOURNAL = PRL,
        VOLUME = "30",
        YEAR = "2009",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "27-38",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98909"}

@article{bb102486,
        AUTHOR = "Lago Fernandez, L.F. and Corbacho, F.",
        TITLE = "Normality-based validation for crisp clustering",
        JOURNAL = PR,
        VOLUME = "43",
        YEAR = "2010",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "782-795",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98910"}

@article{bb102487,
        AUTHOR = "Chen, J. and Zhu, X.L. and Imura, H. and Chen, X.H.",
        TITLE = "Consistency of accuracy assessment indices for soft classification:
Simulation analysis",
        JOURNAL = PandRS,
        VOLUME = "65",
        YEAR = "2010",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "156-164",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98911"}

@article{bb102488,
        AUTHOR = "Pascual, D. and Pla, F. and Salvador Sanchez, J.",
        TITLE = "Cluster validation using information stability measures",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "6",
        MONTH = "April",
        PAGES = "454-461",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98912"}

@inproceedings{bb102489,
        AUTHOR = "Pascual, D. and Pla, F. and Salvador Sanchez, J.",
        TITLE = "Cluster Stability Assessment Based on Theoretic Information Measures",
        BOOKTITLE = CIARP08,
        YEAR = "2008",
        PAGES = "219-226",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98913"}

@article{bb102490,
        AUTHOR = "Valverde Albacete, F.J. and Pelaez Moreno, C.",
        TITLE = "Two information-theoretic tools to assess the performance of
multi-class classifiers",
        JOURNAL = PRL,
        VOLUME = "31",
        YEAR = "2010",
        NUMBER = "12",
        MONTH = "September",
        PAGES = "1665-1671",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98914"}

@article{bb102491,
        AUTHOR = "Lee, Y.R. and Lee, J.H. and Jun, C.H.",
        TITLE = "Stability-based validation of bicluster solutions",
        JOURNAL = PR,
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        NUMBER = "2",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98915"}

@article{bb102492,
        AUTHOR = "Fu, X. and Shen, Q.A.",
        TITLE = "Fuzzy complex numbers and their application for classifiers performance
evaluation",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1403-1417",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98916"}

@article{bb102493,
        AUTHOR = "Wicker, N.",
        TITLE = "A note on ball segment picking related to clustering",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "651-655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98917"}

@article{bb102494,
        AUTHOR = "Woloszynski, T. and Kurzynski, M.",
        TITLE = "A probabilistic model of classifier competence for dynamic ensemble
selection",
        JOURNAL = PR,
        VOLUME = "44",
        YEAR = "2011",
        NUMBER = "10-11",
        MONTH = "October",
        PAGES = "2656-2668",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98918"}

@inproceedings{bb102495,
        AUTHOR = "Woloszynski, T. and Kurzynski, M.",
        TITLE = "A Measure of Competence Based on Randomized Reference Classifier for
Dynamic Ensemble Selection",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "4194-4197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98919"}

@inproceedings{bb102496,
        AUTHOR = "Woloszynski, T. and Kurzynski, M.",
        TITLE = "On a New Measure of Classifier Competence Applied to the Design of
Multiclassifier Systems",
        BOOKTITLE = CIAP09,
        YEAR = "2009",
        PAGES = "995-1004",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98920"}

@article{bb102497,
        AUTHOR = "Frasch, J.V. and Lodwich, A. and Shafait, F. and Breuel, T.M.",
        TITLE = "A Bayes-true data generator for evaluation of supervised and
unsupervised learning methods",
        JOURNAL = PRL,
        VOLUME = "32",
        YEAR = "2011",
        NUMBER = "11",
        MONTH = "August",
        PAGES = "1523-1531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98921"}

@article{bb102498,
        AUTHOR = "Chudzian, P.",
        TITLE = "Evaluation measures for kernel optimization",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "9",
        MONTH = "July",
        PAGES = "1108-1116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98922"}

@article{bb102499,
        AUTHOR = "Gey, S.",
        TITLE = "Risk bounds for CART classifiers under a margin condition",
        JOURNAL = PR,
        VOLUME = "45",
        YEAR = "2012",
        NUMBER = "9",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605.html#TT98923"}

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