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@INPROCEEDINGS{song01,
author = {Qun Song and Nikola Kasabov},
title = {ECM - A Novel On-line, Evolving Clustering Method and Its Applications},
booktitle = {In M. I. Posner (Ed.), Foundations of cognitive science},
year = {2001},
pages = {631--682},
publisher = {The MIT Press}
}
@book{jaindubes88,
author = "Anil Jain and Richard Dubes",
title = "Algorithms for Clustering Data",
publisher = "Prentice Hall",
year = "1988"
}
@TECHREPORT{jenssen05,
author = {Robert Jenssen},
title = {An Information Theoretic Approach to Machine Learning},
institution = {University of Tromso},
year = {2005}
}
@book{kononenko07,
title={Machine learning and data mining: introduction to principles and algorithms},
author={Kononenko, I. and Kukar, M.},
isbn={9781904275213},
lccn={2008531000},
url={http://books.google.si/books?id=G\_rgpjsnsG8C},
year={2007},
publisher={Horwood Publishing}
}
@MISC{rosenberg07,
author = {Andrew Roseberg and Julia Hirschberg},
title = {V-Measure: A conditional entropy-based external cluster evaluation measure},
year = {2007}
}
@INPROCEEDINGS{ester96,
author = {Martin Ester and Hans-peter Kriegel and Jörg S and Xiaowei Xu},
title = {A density-based algorithm for discovering clusters in large spatial databases with noise},
booktitle = {},
year = {1996},
pages = {226--231},
publisher = {AAAI Press}
}
@MISC{karypis99,
author = {George Karypis and Eui-Hong (Sam) Han and Vipin Kumar},
title = {CHAMELEON: A Hierarchical Clustering Algorithm Using Dynamic Modeling},
year = {1999}
}
@inproceedings{guha98,
author = {Guha, Sudipto and Rastogi, Rajeev and Shim, Kyuseok},
title = {CURE: an efficient clustering algorithm for large databases},
booktitle = {Proceedings of the 1998 ACM SIGMOD international conference on Management of data},
series = {SIGMOD '98},
year = {1998},
isbn = {0-89791-995-5},
location = {Seattle, Washington, United States},
pages = {73--84},
numpages = {12},
url = {http://doi.acm.org/10.1145/276304.276312},
doi = {http://doi.acm.org/10.1145/276304.276312},
acmid = {276312},
publisher = {ACM},
address = {New York, NY, USA},
}
@INPROCEEDINGS{ertoz03,
author = {Levent Ertöz and Michael Steinbach and Vipin Kumar},
title = {Finding clusters of different sizes, shapes, and densities in noisy, high dimensional data},
booktitle = {in Proceedings of Second SIAM International Conference on Data Mining},
year = {2003}
}
@article{luxburg07,
author = {Luxburg, Ulrike},
title = {A tutorial on spectral clustering},
journal = {Statistics and Computing},
volume = {17},
issue = {4},
month = {December},
year = {2007},
issn = {0960-3174},
pages = {395--416},
numpages = {22},
url = {http://dl.acm.org/citation.cfm?id=1288822.1288832},
doi = {10.1007/s11222-007-9033-z},
acmid = {1288832},
publisher = {Kluwer Academic Publishers},
address = {Hingham, MA, USA},
keywords = {Graph Laplacian, Spectral clustering},
}
@INPROCEEDINGS{mohar91,
author = {Bojan Mohar},
title = {The Laplacian spectrum of graphs},
booktitle = {Graph Theory, Combinatorics, and Applications},
year = {1991},
pages = {871--898},
publisher = {Wiley}
}
@INPROCEEDINGS{mohar97,
author = {Bojan Mohar},
title = {Some Applications of Laplace Eigenvalues of Graphs},
booktitle = {GRAPH SYMMETRY: ALGEBRAIC METHODS AND APPLICATIONS, VOLUME 497 OF NATO ASI SERIES C},
year = {1997},
pages = {227--275},
publisher = {Kluwer}
}
@article{zahn71,
author = {Zahn, C. T.},
title = {Graph-Theoretical Methods for Detecting and Describing Gestalt Clusters},
journal = {IEEE Trans. Comput.},
issue_date = {January 1971},
volume = {20},
issue = {1},
month = {January},
year = {1971},
issn = {0018-9340},
pages = {68--86},
numpages = {19},
url = {http://dx.doi.org/10.1109/T-C.1971.223083},
doi = {http://dx.doi.org/10.1109/T-C.1971.223083},
acmid = {1309359},
publisher = {IEEE Computer Society},
address = {Washington, DC, USA},
keywords = {Clustering, data structure analysis, feature space evaluation, gestalt psychology, graph theory, minimal spanning trees, nearest neighbor methods, numerical taxonomy, pattern recognition.},
}
@ARTICLE{jain00,
author = {Anil K. Jain and Robert P. W. Duin and Jianchang Mao},
title = {Statistical pattern recognition: A review},
journal = {IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE},
year = {2000},
volume = {22},
number = {1},
pages = {4--37}
}
@MISC{jain99,
author = {A K Jain and M N Murty and P. J. Flynn},
title = {Data Clustering: A Review},
year = {1999}
}
@MISC{faivishevsky10,
author = {Lev Faivishevsky and Jacob Goldberger},
title = {A Nonparametric Information Theoretic Clustering Algorithm},
year = {2010}
}
@MISC{faivishevsky09,
author = {Lev Faivishevsky and Jacob Goldberger},
title = {ICA based on a Smooth Estimation of the Differential Entropy},
year = {2009}
}
@misc{jenssen03,
author = "Robert Jenssen and Jose Principe and Torbjorn Eltoft",
title = "Cauchy-Schwartz pdf Divergence Measure for non-Parametric Clustering",
year = "2003"
}
@MISC{jenssen10,
author = {Robert Jenssen and Deniz Erdogmus and Kenneth E. Hild Ii and Jose C. Principe and Torbjørn Eltoft},
title = {Optimizing the Cauchy-Schwarz PDF Distance for Information Theoretic, Non-Parametric Clustering ⋆},
year = {2005}
}
@misc{renyi61,
author = "Alfred Renyi",
title = "On measures of entropy and information",
year = "1961"
}
@article{parzen62,
author = {Parzen, Emanuel},
interhash = {97f3179a366641c62284422a60e2fb27},
intrahash = {aa8697efa1e1b9efb9b7344f60c67167},
journal = {The Annals of Mathematical Statistics},
number = 3,
pages = {pp. 1065-1076},
publisher = {Institute of Mathematical Statistics},
title = {On Estimation of a Probability Density Function and Mode},
url = {http://www.jstor.org/stable/2237880},
volume = 33,
year = 1962,
timestamp = {2011-08-12T14:35:17.000+0200},
keywords = {diplom kerndichte},
added-at = {2011-08-12T14:35:17.000+0200},
issn = {00034851},
description = {JSTOR: The Annals of Mathematical Statistics, Vol. 33, No. 3 (Sep., 1962), pp. 1065-1076},
biburl = {http://www.bibsonomy.org/bibtex/2aa8697efa1e1b9efb9b7344f60c67167/lutzm},
language = {English},
copyright = {Copyright © 1962 Institute of Mathematical Statistics},
jstor_formatteddate = {Sep., 1962},
jstor_articletype = {research-article}
}
@article{jenssen07,
author = {Jenssen, Robert and Erdogmus, Deniz and II, Kenneth E. Hild and Principe, Jose C. and Eltoft, Torbjørn},
interhash = {ddf4fc81b01c8031a33795a7c51421df},
intrahash = {fab3827cebc2529b1e8bd5e5c0de0a52},
journal = {Pattern Recognition},
number = 3,
pages = {796-806},
title = {Information cut for clustering using a gradient descent approach.},
url = {http://dblp.uni-trier.de/db/journals/pr/pr40.html#JenssenEHPE07},
volume = 40,
year = 2007,
timestamp = {2007-03-01T00:00:00.000+0100},
keywords = {dblp},
ee = {http://dx.doi.org/10.1016/j.patcog.2006.06.028},
added-at = {2007-03-01T00:00:00.000+0100},
description = {dblp},
biburl = {http://www.bibsonomy.org/bibtex/2fab3827cebc2529b1e8bd5e5c0de0a52/dblp},
date = {2007-03-01}
}
@article{scikit,
title={{Scikit-learn: Machine Learning in Python }},
author={Fabian Pedregosa and Gael Varoquaux and Alexandre Gramfort and Vincent Michel
and Bertrand Thirion and Oliver Grisel and Mathieu Blondel and Peter Prettenhofer
and Ron Weiss and Vincent Dubourg and Jake Vanderplas and Alexandre Passos and
David Cournapeau and Matthieu Brucher and Edouard Duchesnay},
journal={Journal of Machine Learning Research},
volume={12},
pages={2825--2830},
year={2011}
}
@article{kernlab,
title = {kernlab -- An {S4} Package for Kernel Methods in {R}},
author = {Alexandros Karatzoglou and Alex Smola and Kurt Hornik and Achim Zeileis},
journal = {Journal of Statistical Software},
year = {2004},
volume = {11},
number = {9},
pages = {1--20},
url = {http://www.jstatsoft.org/v11/i09/},
}