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@Online{zappella,
  author      = {Giovanni Zappella},
  title       = {A Scalable Multiclass Algorithm for Node Classification},
  version     = {1},
  date        = {2011-12-19},
  year        = {2011},
  eprinttype  = {arxiv},
  eprintclass = {cs.LG, cs.GT},
  eprint      = {http://arxiv.org/abs/1112.4344v1}
}

@inproceedings{aggarwal2011,
  author    = {Charu C. Aggarwal AND Nan Li},
  title     = {On Node Classification in Dynamic Content-based Networks},
  booktitle = {SDM},
  year      = {2011},
  pages     = {355-366},
  ee        = {http://siam.omnibooksonline.com/2011datamining/data/papers/033.pdf\#page=1},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@book{DBLP:series/ads/2010-40,
  editor    = {Charu C. Aggarwal AND Haixun Wang},
  title     = {Managing and Mining Graph Data},
  booktitle = {Managing and Mining Graph Data},
  publisher = {Springer},
  series    = {Advances in Database Systems},
  volume    = {40},
  year      = {2010},
  isbn      = {978-1-4419-6044-3},
  ee        = {http://dx.doi.org/10.1007/978-1-4419-6045-0},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@inproceedings{DBLP:conf/kdd/BhagatCR07,
  author    = {Smriti Bhagat AND Graham Cormode AND Irina Rozenbaum},
  title     = {Applying Link-Based Classification to Label Blogs},
  booktitle = {WebKDD/SNA-KDD},
  year      = {2007},
  pages     = {97-117},
  ee        = {http://dx.doi.org/10.1007/978-3-642-00528-2_6},
  crossref  = {DBLP:conf/kdd/2007web},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@article{DBLP:journals/corr/abs-1101-3291,
  author    = {Smriti Bhagat AND Graham Cormode AND S. Muthukrishnan},
  title     = {Node Classification in Social Networks},
  journal   = {CoRR},
  volume    = {abs/1101.3291},
  year      = {2011},
  ee        = {http://arxiv.org/abs/1101.3291},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@proceedings{DBLP:conf/kdd/2007web,
  editor    = {Haizheng Zhang AND
               Myra Spiliopoulou AND
               Bamshad Mobasher AND
               C. Lee Giles AND
               Andrew McCallum AND
               Olfa Nasraoui AND
               Jaideep Srivastava AND
               John Yen},
  title     = {Advances in Web Mining and Web Usage Analysis, 9th International
               Workshop on Knowledge Discovery on the Web, WebKDD 2007,
               and 1st International Workshop on Social Networks Analysis,
               SNA-KDD 2007, San Jose, CA, USA, August 12-15, 2007. Revised
               Papers},
  booktitle = {WebKDD/SNA-KDD},
  publisher = {Springer},
  series    = {Lecture Notes in Computer Science},
  volume    = {5439},
  year      = {2009},
  isbn      = {978-3-642-00527-5},
  ee        = {http://dx.doi.org/10.1007/978-3-642-00528-2},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@Online{bhagat,
  author      = {Smriti Bhagat AND Graham Cormode AND S. Muthukrishnan},
  title       = {Node Classification in Social Networks},
  year        = {2011},
  version     = {1},
  date        = {2011-01-17},
  eprinttype  = {arxiv},
  eprintclass = {cs.SI, physics.soc-ph},
  eprint      = {http://arxiv.org/abs/1101.3291v1}
}

@article{Vitter,
    author    = {Vitter, Jeffrey S.},
    title     = {Random Sampling with a Reservoir},
    journal   = {ACM Trans. Math. Softw.},
    volume    = {11},
    number    = {1},
    year      = {1985},
    issn      = {0098-3500},
    pages     = {37--57},
    numpages  = {21},
    url       = {http://doi.acm.org/10.1145/3147.3165},
    doi       = {10.1145/3147.3165},
    acmid     = {3165},
    publisher = {ACM},
    address   = {New York, NY, USA},
}

@MASTERSTHESIS{heck,
  AUTHOR = {Heck, Michael},
  TITLE = {Unsupervised Acoustic Model Training for Simultaneous Lecture Translation in Incremental and Batch Mode},
  SCHOOL = {Karlsruhe Institute of Technology},
  TYPE = {Diploma Thesis},
  ADDRESS = {Germany},
  MONTH = DEC,
  YEAR = 2012,
  PDF = {http://isl.anthropomatik.kit.edu/cmu-kit/downloads/Diplomarbeit_Heck_Michael.pdf}
}

@MASTERSTHESIS{Lavesson,
  AUTHOR  = {Lavesson, Niklas},
  TITLE   = {Evaluation and analysis of supervised learning algorithms and classifiers},
  SCHOOL  = {Blekinge Institute of Technology},
  TYPE    = {Diploma Thesis},
  ADDRESS = {Sweden},
  MONTH   = DEC,
  YEAR    = 2006,
  PDF     = {http://www.bth.se/fou/Forskinfo.nsf/Sok/c655a0b1f9f88d16c125714c00355e5d/$file/Lavesson_lic.pdf}
}

@article{Stone1974,
    abstract = {{A generalized form of the cross-validation criterion is applied to the choice and assessment of prediction using the data-analytic concept of a prescri
ption. The examples used to illustrate the application are drawn from the problem areas of univariate estimation, linear regression and analysis of variance.}},
    author = {Stone, M.},
    citeulike-article-id = {6758792},
    citeulike-linkout-0 = {http://dx.doi.org/10.2307/2984809},
    citeulike-linkout-1 = {http://www.jstor.org/stable/2984809},
    doi = {10.2307/2984809},
    issn = {00359246},
    journal = {Journal of the Royal Statistical Society. Series B (Methodological)},
    keywords = {biomarker, cross\_validation},
    number = {2},
    pages = {111--147},
    posted-at = {2011-08-02 14:22:37},
    priority = {2},
    publisher = {Blackwell Publishing for the Royal Statistical Society},
    title = {{Cross-Validatory Choice and Assessment of Statistical Predictions}},
    url = {http://dx.doi.org/10.2307/2984809},
    volume = {36},
    year = {1974}
}


@incollection{porter,
 author     = {Porter, M. F.},
 chapter    = {An Algorithm for Suffix Stripping},
 title      = {Readings in Information Retrieval},
 editor     = {Sparck Jones, Karen and Willett, Peter},
 year       = {1997},
 isbn       = {1-55860-454-5},
 pages      = {313--316},
 numpages   = {4},
 url        = {http://dl.acm.org/citation.cfm?id=275537.275705},
 acmid      = {275705},
 publisher  = {Morgan Kaufmann Publishers Inc.},
 address    = {San Francisco, CA, USA},
}

@incollection{szummer,
title       = {Partially labeled classification with Markov random walks},
author      = {Martin Szummer and Jaakkola, Tommi},
booktitle   = {Advances in Neural Information Processing Systems 14},
editor      = {T.G. Dietterich and S. Becker and Z. Ghahramani},
pages       = {945--952},
year        = {2001},
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@incollection{dynamic,
title     ={Dynamic Label Propagation in Social Networks},
author    ={Du, Juan AND Zhu, Feida AND Lim, Ee-Peng},
booktitle ={Database Systems for Advanced Applications},
editor    ={Meng, Weiyi AND Feng, Ling AND Bressan, Stéphane AND Winiwarter, Werner AND Song, Wei},
pages     ={194-209},
year      ={2013},
isbn      ={978-3-642-37449-4},
volume    ={7826},
series    ={Lecture Notes in Computer Science},
doi       ={10.1007/978-3-642-37450-0_14},
url       ={http://dx.doi.org/10.1007/978-3-642-37450-0_14},
publisher ={Springer Berlin Heidelberg},
}

@TECHREPORT{Zhu02learningfrom,
    author      = {Xiaojin Zhu and Zoubin Ghahramani},
    title       = {Learning from Labeled and Unlabeled Data with Label Propagation},
    institution = {Carnegie Mellon University},
    year        = {2002}
}

@TECHREPORT{Seeger01learningwith,
    author = {Matthias Seeger},
    title = {Learning with Labeled and Unlabeled Data},
    institution = {University of Edinburgh},
    year = {2001}
}

@article{Kazienko2012199,
  title    = "Label-dependent node classification in the network ",
  journal  = "Neurocomputing ",
  volume   = "75",
  number   = "1",
  pages    = "199 - 209",
  year     = "2012",
  note     = "Brazilian Symposium on Neural Networks (SBRN 2010) International Conference on Hybrid Artificial Intelligence Systems (HAIS 2010) ",
  issn     = "0925-2312",
  doi      = "http://dx.doi.org/10.1016/j.neucom.2011.04.047",
  url      = "http://www.sciencedirect.com/science/article/pii/S092523121100508X",
  author   = "Przemyslaw Kazienko and Tomasz Kajdanowicz",
  keywords = "Classification",
  keywords = "Node classification",
  keywords = "Label-dependent classification",
  keywords = "Label-dependent features",
  keywords = "Collective classification",
  keywords = "Classification in networks",
  keywords = "\{LDBootstrapping\}",
  keywords = "\{LDGibbs\}",
  keywords = "Bootstrapping",
  keywords = "Gibbs sampling "
}

@MISC{Joachims98textcategorization,
    author = {Thorsten Joachims},
    title  = {Text Categorization with Support Vector Machines: Learning with Many Relevant Features},
    year   = {1998}
}

@INPROCEEDINGS{Nigam99textclassification,
    author    = {Kamal Nigam and Andrew Kachites Mccallum and Sebastian Thrun and Tom Mitchell},
    title     = {Text Classification from Labeled and Unlabeled Documents using EM},
    booktitle = {Machine Learning},
    year      = {1999},
    pages     = {103--134}
}

@article{Jiang2010302,
title    = "Text classification using graph mining-based feature extraction ",
journal  = "Knowledge-Based Systems ",
volume   = "23",
number   = "4",
pages    = "302 - 308",
year     = "2010",
note     = "Artificial Intelligence 2009 AI-2009 The 29th \{SGAI\} International Conference on Artificial Intelligence ",
issn     = "0950-7051",
doi      = "http://dx.doi.org/10.1016/j.knosys.2009.11.010",
url      = "http://www.sciencedirect.com/science/article/pii/S095070510900152X",
author   = "Chuntao Jiang and Frans Coenen and Robert Sanderson and Michele Zito",
keywords = "Text classification",
keywords = "Graph representation",
keywords = "Graph mining",
keywords = "Weighted graph mining",
keywords = "Feature extraction "
}

@inproceedings{Ko:2012:STW:2348283.2348453,
 author    = {Ko, Youngjoong},
 title     = {A Study of Term Weighting Schemes Using Class Information for Text Classification},
 booktitle = {Proceedings of the 35th International ACM SIGIR Conference on Research and Development in Information Retrieval},
 series    = {SIGIR '12},
 year      = {2012},
 isbn      = {978-1-4503-1472-5},
 location  = {Portland, Oregon, USA},
 pages     = {1029--1030},
 numpages  = {2},
 url       = {http://doi.acm.org/10.1145/2348283.2348453},
 doi       = {10.1145/2348283.2348453},
 acmid     = {2348453},
 publisher = {ACM},
 address   = {New York, NY, USA},
 keywords  = {idf, term weighting, text classification},
}
