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% Copyright 1996-1997-1998-1999-2000-2001 Stephen Bay                %
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@InProceedings{Abu-Mostafa93,
  author = "Y. Abu-Mostafa",
	title = "A method for learning from hints",
	booktitle = "Advances in Neural Information Processing Systems",
	volume = "5",
	pages = "73-80",
	year = "1993"
}

@InProceedings{AdomaviciusTuzhilin97,
  author = "G. Adomavicius and A. Tuzhilin",
  title = "Discovery of Actionable Patterns in Databases: The Action Hierarchy Approach",
  booktitle = "Proceedings of the Third International Conference on Knowledge Discovery and Data Mining",
  pages = "111-114",
  year = "1997"
}

@InProceedings{AgrawalGehrkeGunopulosRaghavan98,
  author = "R. Agrawal and J. Gehrke and D. Gunopulos and P. Raghavan",
  title = "Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications", 
  booktitle = "Proceedings of the 1998 {ACM SIGMOD} International Conference on Management of Data",
  year = "1998"
}

@InProceedings{AggarwalYu01,
  author = "C. C. Aggarwal and P. S. Yu",
	title = "Outlier detection for high dimensional data",
  booktitle = "Proceedings of the ACM SIGMOD International Conference on Management of Data",
	year = "2001"
}

@InProceedings{AggarwalSunYu98,
  author = "C. C. Aggarwal and Z. Sun and P. S. Yu",
  title = "Online Algorithms for Finding Profile Association Rules",
  booktitle = "Seventh International Conference on Information and Knowledge Management",
  year = "1998"
}

@InProceedings{AgrawalImielinskiSwami93,
  author = "R. Agrawal and T. Imielinski and A. Swami",
  title = "Mining Associations between Sets of Items in Massive Databases",
  booktitle = "Proceedings of the ACM SIGMOD International Conference on Management of Data",
  pages = "207-216",
  year = "1993"
}

@Article{AgrawalImielinskiSwami93b,
  author = "R. Agrawal and T. Imielinski and A. Swami",
  title = "Database mining: a performance perspective",
  journal = "IEEE Transactions on Knowledge and Data Engineering",
  volume = "5",
  pages = "914-925",
  year = "1993"
}



@InProceedings{AgrawalPsaila95,
  author = "R. Agrawal and G. Psaila",
  title = "Active Data Mining",
  booktitle = "Proceedings of the 1st International Conference on Knowledge Discovery and Data Mining",
  year = "1995"
}

@InProceedings{AgrawalPsailaWimmersZait95,
  author = "R. Agrawal and G. Psaila and E. Wimmers and M. Zait",
  title = "Querying shapes of histories",
  booktitle = "Proceedings of the 21st International Conference on Very Large Databases",
  year = "1995"
}

@InProceedings{AgrawalShim96,
  author = "R. Agrawal and K. Shim",
  title = "Developing Tightly-Coupled Data Mining Applications on a Relational Database System",
  booktitle = "Proceedings of the 2nd International Conference on Knowledge Discovery and Data Mining",
  year = "1996"
}

@InProceedings{AgrawalSrikant94,
  author = "R. Agrawal and R. Srikant",
  title = "Fast Algorithms for Mining Association Rules",
  booktitle = "Proceedings of the 20th International Conference on Very Large Databases",
  year = "1994"
}


@Book{Agresti90,
  author = "A. Agresti",
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  publisher = "John Wiley \& Sons",
  year = "1990"
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@Article{AhaBankert97,
  author = "D. W. Aha and R. L. Bankert",
  title = "Cloud Classification Using Error-Correcting Output Codes",
  journal = "Artificial Intelligence Applications: Natural Resources, Agriculture, and Environmental Science",
  year = "1997",
  volume = "11",
  number = "1",
  pages = "13-28"
}	


@Article{Aha97,
  author = "D. W. Aha",
  title = "Editorial on Lazy Learning",
  journal = "Artificial Intelligence Review",
  year = "1997",
  volume = "11",
  number = "1-5"
}

@InProceedings{Aha?,
  author = "D. W. Aha",
  title = "Incremental Constructive Induction: An Instance-Based Approach",
  booktitle = "?",
  year = "?",
}

@InProceedings{AhaBankert94,
  author = "D. W. Aha and R. L. Bankert",
  title = "Feature Selection for Case-Based Classification of Cloud Types: An Empirical Comparison",
  booktitle = "Proceedings of the AAAI-94 Workshop on Case-Based Reasoning",
  year = "1994",
  pages = "106-112"
}


@Article{Aha92,
  author = "D. W. Aha",
  title = "Tolerating noisy, irrelevant and novel attributes in instance-based learning algorithms",
  journal = "International Journal of Man-Machine Studies",
  year = "1992",
  volume = "36",
  pages = "267-287"
}

@InProceedings{Aha92.icml,
  author = "D. W. Aha",
  title ="Generalizing from case studies: A case study",
  booktitle = "Proceedings of the Ninth International Conference on Machine Learning",
  pages = "1-10",
  year = "1992"
}

@Article{AhaKiblerAlbert91,
  author = "D. W. Aha and D. Kibler and M. K. Albert",
  title = "Instance-Based Learning Algorithms",
  journal = "Machine Learning",
  year = "1991",
  volume = "6",
  pages = "37-66"
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@InProceedings{AhnLassaline95,
  author = "W. Ahn and M. E. Lassaline",
  title = "Causal Structure in Categorization",
  booktitle = "Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society",
  pages = "521-526",
  year = "1995"
}

@InProceedings{AkutsuMiyanoKuhara99,
  author = "T. Akutsu and S. Miyano and S. Kuhara",
	title = "Identification of Genetic Networks from a small number of gene expression patterns under the boolean network model",
	booktitle = "Pacific Symposium on Biocomputing",
	pages = "17-28",
	year = "1999"
}

@InProceedings{AliManganarisSrikant97,
  author = "K. Ali and S. Manganaris and R. Srikant",
  title = "Partial Classification using Association Rules",
  booktitle = "Proceedings of the Third International Conference on Knowledge Discovery and Data Mining",
  pages = "115-118",
  year = "1997"
}

@Article{AliPazzani96,
  author = "K. M. Ali and M. J. Pazzani",
  title = "Error Reduction through Learning Multiple Descriptions",
  journal = "Machine Learning",
  year = "1996",
  volume = "24",
  pages = "173-202"
}

@Article{Alpaydin97,
  author = "E. Alpaydin",
  title = "Voting Over Multiple Condensed Nearest Neighbors",
  journal = "Artificial Intelligence Review",
  volume = "11",
  number = "1-5",
  pages = "115-132",
  year = "1997"
}

@Article{AlpertPeterson72,
  author = "M. I. Alpert and R. A. Peterson",
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@Book{Altman91,
  author = "D. G. Altman",
  title = "Practical Statistics for Medical Research",
  publisher = "Chapman and Hall",
  year = "1991",
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@Article{AltmanRaychaudhuri01,
  author = "R. B. Altman and S. Raychaudhuri",
  title = ". Whole-genome expression analysis: challenges beyond clustering",
  journal = "Current Opinion in Structural Biology",
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  pages = "340-347",
  year = "2001"
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@InCollection{AmbroiseDangGovaert97,
  author = "C. Ambroise and V. M. Dang and G. Govaert",
  title = "Clustering of Spatial Data by the {EM} Algorithm",
  booktitle = "geoENV I - Geostatistics for Environmental Applications",
  editor = "A. Soares and J. Gómez-Hernandez and R. Froidevaux",
  volume = "9",
  publisher = "Kluwer Academic Publisher",
  pages = "493-504",
  year = "1997"
}

@InProceedings{AnandBellHughes95,
  author = "S. S. Anand and D. A. Bell and J. G. Hughes",
  title = "The Role of Domain Knowledge in Data Mining",
  booktitle = "Proceedings of the Fourth International Conference on Information and Knowledge Management",
  year = "1995"
}

@Book{Anderson84,
  author = "T. Anderson",
	title = "An Introduction to Multivariate Statistical Analysis",
	publisher = "Wiley, NY",
	year = "1984"
}

@InProceedings{AngiulliPizzuti02,
  author = "F. Angiulli and C. Pizzuti",
	title = "Fast Outlier Detection in High Dimensional Spaces",
	booktitle = "Proceedings of the Sixth European Conference on the Principles of Data Mining and Knowledge Discovery",
	pages = "15-26",
	year = "2002"
}

@InProceedings{Anderson95,
  author = "A. F. Anderson",
  title = "Statistics and Massive Data Sets: One View from the Social Sciences",
  booktitle = "Proceedings of a Workshop on Massive Data Sets",
  editors = "J. Kettenring and D. Pregibon",
  publisher = "National Research Council",
  year = "1995"
}

@InProceedings{AndersonMoore98,
  author = "B. S. Anderson and A. W. Moore",
  title = "{AD}trees for Fast Counting and for Fast Learning of Association Rules",
  booktitle = "Proceedings Fourth International Conference on Knowledge Discovery and Data Mining",
  year = "1998"
}

@Article{AndrienkoAndrienko99,
  author = "G. Andrienko and N. Andrienko",
  title = "GIS Visualization Support to the {C4.5} Classification Algorithm of KDD",
  booktitle = "Proceedings of the 19th International Cartographic Conference",
  pages = "747-755",
  year = "1999"
}

@InProceedings{AnkerstBreunigKriegelSander99,
  author = "M. Ankerst and M. M. Breunig and H.-P. Kriegel and J. Sander",
  title = "OPTICS: Ordering Points To Identify the Clustering Structure",
  booktitle = "Proceedings of ACM-SIGMOD International Conference on Management of Data",
  year = "1999"
}

@Article{ArkinRossMcAdams98,
  author = "A. Arkin and J. Ross and H. M. McAdams",
	title = "Stochastic Kinetic Analysis of Developmental Pathway Bifurcation in Phage $\lamba$-Infected \textit{Escherichia coli} cells",
	journal = "Genetics",
	volume = "149",
	number = "1633-1648",
	year = "1998",
}

@Article{ArkinShenRoss97,
  author = "A. Arkin and P. Shen and J. Ross",
  title = "A test case of correlation metric construction of a reaction pathway from measurements",
  journal = "Science",
  volume = "277",
  pages = "1275-1279",
  year = "1997"
}

@InProceedings{AronisKolluriProvostBuchanan97,
  author = "J. M. Aronis and V. Kolluri and F. J. Provost and B. G. Buchanan",
  title = "The {WoRLD}: Knowledge Discovery from Multiple Distributed Databases",
  booktitle = "Proceedings of Florida Artificial Intelligence Research Symposium",
  year = "1997"
}

@InProceedings{ArningAgrawalRaghavan96,
  author = "A. Arning and R. Agrawal and P. Raghavan",
  title = "A Linear Method for Deviation Detection in Large Databases",
  booktitle = "Proceedings Second International Conference on Knowledge Discovery and Data Mining",
  pages = "164-169",
  year = "1996"
}


@Article{Asimov85,
  author = "D. Asimov",
  title = "The Grand Tour: A Tool for Viewing Multidimensional Data",
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  year = "1985"
}

@Article{AsthagiriLauffenburger00,
  author = "A. R. Asthagiri and D. A. Lauffenburger",
	title = "Bioengineering models of cell signaling",
	journal = "Annual Review Biomedical Engineering",
	volume = "2",
	pages = "31-53",
	year = "2000"
}

@Article{AtkesonMooreSchaal97,
  author = "C. G. Atkeson and A. W. Moore and S. Schaal",
  title = "Locally weighted learning",
  journal = "Artificial Intelligence Review",
  volume = "11",
  number = "1-5",
  pages = "11-73",
  year = "1997"
}

@Article{AtkesonMooreSchaal97b,
  author = "C. G. Atkeson and A. W. Moore and S. Schaal",
  title = "Locally weighted learning for control",
  journal = "Artificial Intelligence Review",
  volume = "11",
  number = "1-5",
  pages = "75-113",
  year = "1997",
}

@InProceedings{AumannLindell99,
  author = "Y. Aumann and Y. Lindell",
  title = "A Statistical Theory for Quantitative Association Rules",
  booktitle = "Proceedings of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining",
  year = "1999"
}

@Article{Bakan66,
  author = "D. Bakan",
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@InProceedings{BarberWilliams97,
  author = "D. Barber and C. K. I. Williams",
  title = "Gaussian Processes for Bayesian Classification via Hybrid Monte Carlo",
  booktitle = "Advances in Neural Information Processing Systems, 9",
  editors = "M. C. Mozer and M. I. Jordan and T. Petsche",
  year = "1997",
}


@PhdThesis{Barker97,
  author = "A. L. Barker",
  title = "Selection of Distance Metrics and Feature Subsets for k-Nearest Neighbor Classifiers",
  year = "1997",
  school = "Computer Science Department, University of Virginia"
} 


@Article{Barndorff-NielsenSchou73,
  author = "O. Barndorff-Nielsen and G. Schou",
	title = "On the parametrization of autoregressive models by partial autocorrelations",
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@Book{BarnettLewis94,
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	year = "1994"
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@Article{BattitiColla94,
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  title = "Democracy in Neural Nets: Voting Schemes for Classification",
  journal = "Neural Networks",
  volume = "7",
  year = "1994",
  pages = "691-707"
}


@Article{BayPazzani01,
  author = "S. D. Bay and M. J. Pazzani",
  title = "Detecting Group Differences: Mining Contrast Sets",
  journal = "Data Mining and Knowledge Discovery",
  volume = "5",
  number = "3",
  pages = "213-246",
  year = "2001" 
}

@Article{Bay01,
  author = "S. D. Bay",
  title = "Multivariate Discretization for Set Mining",
  journal = "Knowledge and Information Systems",
  year = "2001"
} 

@Article{Bay99,
  author = "S. D. Bay",
  title = "Nearest Neighbor Classification from Multiple Feature Subsets",
  journal = "Intelligent Data Analysis",
  volume = "3",
  number = "3",
  pages = "191-209",
  year = "1999"
}


@Article{BayKiblePazzaniSmyth01,
  author = "S. D. Bay and D. Kibler and M. J. Pazzani and P. Smyth",
  title = "The {UCI KDD} Archive of Large Data Sets for Data Mining Research and Experimentation",
  journal = "Information Processing Society of Japan Magazine",
  volume = "42",
  number = "5",
  pages = "462-466",
  year = "2001"
}

@InProceedings{Bay01.pakdd,
  author = "S. D. Bay",
  title = "Clustering and Merging Geographic Regions Based on Sample Information",
  booktitle = "PAKDD workshop on Spatial and Temporal Data Mining",
  year = "2001"
}

@Article{BayKiblePazzaniSmyth00,
  author = "S. D. Bay and D. Kibler and M. J. Pazzani and P. Smyth",
  title = "The {UCI KDD} Archive of Large Data Sets for Data Mining Research and Experimentation",
  journal = "{SIGKDD} Explorations",
  volume = "2",
  number = "2",
  pages = "81-85",
  year = "2000"
}


@InProceedings{Bay00,
  author = "S. D. Bay",
  title = "Multivariate Discretization of Continuous Variables for Set Mining",
  booktitle = "Proceedings of the Sixth {ACM SIGKDD} International Conference on Knowledge Discovery and Data Mining",
  pages = "315-319",
  year = "2000"
}

@InProceedings{BayPazzani00.cogsci,
  author = "S. D. Bay and M. J. Pazzani",
  title = "Discovering and Describing Category Differences: What makes a discovered difference insightful?",
  booktitle = "Proceedings of the Twenty Second Annual Meeting of the Cognitive Science Society",
  pages = "603-608",
  year = "2000"
}
  

@InProceedings{BayPazzani00.icml,
  author = "S. D. Bay and M. J. Pazzani",
  title = "Characterizing Model Errors and Differences",
  booktitle = "Proceedings of the Seventeenth International Conference on Machine Learning",
  pages = "49-56",
  year = "2000"
}

@InProceedings{BayKiblerPazzaniSmyth00,
  author = "S. D. Bay and D. Kibler and M. J. Pazzani and P. Smyth",
  title = "The {UC} Irvine Knowledge Discovery in Databases Archive",
  booktitle = "The 32nd Symposium on the Interface: Computing Science and Statistics",
  year = "2000"
}


@InProceedings{BayPazzani99,
  author = "S. D. Bay and M. J. Pazzani",
  title = "Detecting Change in Categorical Data: Mining Contrast Sets",
  booktitle = "Proceedings of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining",
  pages = "302-306", 
  year = "1999"
}

@Misc{Bay99.kddarc,
  author = "S. D. Bay",
  title = "The {UCI} {KDD} Archive",
  howpublished = "[\textsf{http://kdd.ics.uci.edu/}]. Irvine, CA: University of California, Department of Information and Computer Science",
  year = "1999",
}

@InProceedings{Bay98,
  author = "S. D. Bay",
  title = "Combining Nearest Neighbor Classifiers Through Multiple Feature Subsets",
  booktitle = "Proceedings of the Fifteenth International Conference on Machine Learning",
  pages = "37-45",
  year = "1998"
}

@MastersThesis{Bay97,
  author = "S. D. Bay",
  title = "Nearest Neighbour Classification from Multiple Data Representations",
  school = "University of Waterloo, Department of Systems Design Engineering",
  year = "1997"
}


@InProceedings{BayShapiroLangley02,
  author = "S. D. Bay and D. Shapiro and P. Langley",
	title = "Revising Engineering Models: Combining Computational Discovery with Knowledge",
	booktitle = "Proceedings of the Thirteenth European Conference on Machine Learning",
	pages = "10-22",
	year = "2002"
}

@TechReport{BayShragerPohorilleLangley02,
  author = "S. D. Bay and J. Shrager and P. Langley and A. Pohorille",
	title = "Revising Regulatory Networks: From Expression Data to Linear Causal Models",
	institution = "Institute for the Study of Learning and Expertise",
	year = "2002"
}



@InProceedings{Bayardo99,
  author = "R. J. Bayardo and R. Agrawal",
  title = "Mining the most interesting rules",
  booktitle = "Proceedings of the Fifth {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining",
  page = "145-154",
  year = "1999"
}


@InProceedings{Bayardo98,
  author = "R. J. Bayardo",
  title = "Efficiently Mining Long Patterns from Databases",
  booktitle = "Proceedings of the {ACM} {SIGMOD} Conference on Management of Data",
  year = "1998"
}


@InProceedings{Bayardo97, 
  author = "R. J. Bayardo",
  title = "Brute-Force Mining of High Confidence Classification Rules",
  booktitle = "Proceedings of the third international conference on Knowledge Discovery and Data Mining",
  pages = "123-126",
  year = "1997"
}

@InProceedings{BayardoAgrawalGunopulos99,
  author = "R. J. Bayardo and R. Agrawal and D. Gunopulos",
  title = "Constraint-Based Rule Mining in Large, Dense Databases",
  booktitle = "Proceedings 15th International Conference on Data Engineering",
  year = "1999"
}


@Book{BazaraaShetty79,
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@Article{BenjaminiHochberg95,
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@InProceedings{BerchtoldKeimKriegel96,
	author = "S. Berchtold and D. Keim and H-P Kreigel",
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	pages = "28-39",
	year = "1996"
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@Book{BernardoSmith94,
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@InProceedings{BerndtClifford94,
  author = "Berndt and Clifford",
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@Article{Besag74,
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@InProceedings{BillmanDavila95,
  author = "D. Billman and D. Davila",
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@Article{BinderKollerRusselKanazawa97,
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  pages = "213-244",
  year = "1997",
}

@TechReport{Bishop95b,
  author = "C. M. Bishop",
  title = "Bayesian Methods for Neural Networks",
  institution = "Neural Computing Research Group, Dept. of Computer Science and Applied Mathematics, Aston University",
  year = "1995",
  number = "NCRG/95/009"
}	


@Book{Bishop95,
  author = "C. M. Bishop",
  title = "Neural Networks for Pattern Recognition",
  publisher = "Clarendon Press, Oxford",
  year = "1995"
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@Book{BishopFienbergHolland75,
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@InProceedings{Bisson92,
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@Misc{BlakeMerz98,
  author = "C. Blake and C. J. Merz",
  year = "1998",
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  howpublished = "Irvine, CA: University of California, Department of Information and Computer Science. [\textsf{http://www.ics.uci.edu/$\sim$mlearn/MLRepository.html}]."
} 
%  howpublished = "[\textsf{http://www.ics.uci.edu/$\sim$mlearn/MLRepository.html}]. Irvine, CA: University of California, Department of Information and Computer Science"


@Article{BlakePazzani00,
  author = "C. Blake and M. J. Pazzani",
  title = "Identifying Insightful Association Rules",
  journal = "under review",
  year = "2000"
}


@techreport{BloedornMichalskiWnek94,
  author = "E. Bloedorn and R. S. Michalski and J. Wnek",
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@InProceedings{BloedornMichalskiWnek93,
  author = "E. Bloedorn and R. S. Michalski and J. Wnek",
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@Article{Blum97,
  author = "A. Blum",
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  pages = "5-23",
  year = "1997"
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@InCollection{BlumRivest89,
  author = "A. Blum and R. Rivest",
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@Book{Bollen89,
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%get this
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%---------------------------------------------------------------------
% Authors-I
%---------------------------------------------------------------------

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%---------------------------------------------------------------------
% Authors-L
%---------------------------------------------------------------------

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%---------------------------------------------------------------------
% Authors-M
%---------------------------------------------------------------------

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@Article{Miller94,
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@Book{Miller90,
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@Book{Mitchell97,
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@Article{MitchellKellerKedar-Cabelli86,
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@Article{Mitchell82,
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@Article{Mitchell80,
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@InProceedings{Mitchell77,
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@InProceedings{MjolsnessMannCastanoWold00,
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@InProceedings{MontiCooper99,
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@InProceedings{MontiCooper98,
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@Article{MooreLee98,
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@InProceedings{MooreLee94,
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@PhdThesis{Moore91,
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@Article{Mullet76,
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@Article{Mullet72,
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@InProceedings{MurphyKasifSalzbergBeigel93,
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@TechReport{MurphyMian99,
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@Article{MurphyPazzani94,
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  year = "1994"
}

%---------------------------------------------------------------------
% Authors-N
%---------------------------------------------------------------------

@Book{Nabney,
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@Article{NarendraFukunaga77,
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@Article{Neal00,
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@InProceedings{NeneNayar96,
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@InProceedings{NgHan94,
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@InProceedings{NgLakshmananHanPang98,
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@Book{Nishisato94,
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  year = "1994"
}

%---------------------------------------------------------------------
% Authors-O
%---------------------------------------------------------------------

@InProceedings{OatesJensen98,
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%get this
% about discounting old data in knN
@InCollection{Omohundro92,
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@TechReport{OngPage01,
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@InCollection{Osyczka95,
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@Article{Ozbudak02,
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	volume = "31",
	pages = "69-73",
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}

%---------------------------------------------------------------------
% Authors-P
%---------------------------------------------------------------------

@Article{PadmanabhanTuzhilin00,
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@Article{PadmanabhanTuzhilin99,
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@InProceedings{PadmanabhanTuzhilin98,
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@InProceedings{PapadimitriouKitagawaGibbonsFaloutsos03,
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@InProceedings{PavlovMannilaSmyth00,
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@InProceedings{Piatetsky-ShapiroMatheus94,
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@Book{Piatetsky-ShapiroFrawley91,
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@techreport{PoggioGirosi89,
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@Article{PotterKlooster97,
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@InProceedings{PengChenEberhart00,
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@TechReport{Posse99,
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@Article{PrenticeMiller92,
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@Book{PressTeukolskyVetterlingFlannery92,
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@Article{ProvostDanyluk99,
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@InProceedings{ProvostFawcett98,
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@InProceedings{ProvostFawcettKohavi98,
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@InProceedings{ProvostFawcett97,
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@Article{ProvostKolluri99,
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@InProceedings{ProvostKolluri97,
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@Unpublished{ProvostDanyluk96,
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@InProceedings{ProvostJensenOates99,
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@InProceedings{Quinlan96,
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@InCollection{Quinlan96b,
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@InProceedings{QuinlanCameron-Jones95,
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@Book{Quinlan93,
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@Article{Quinlan90,
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% get this
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