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   author    = {X. Dale and C. Liu},
   title     = {Statistics and Social Network of {YouTube} Videos},
   booktitle = {Proceedings of the Int'l Workshop on Quality of Service (IWQoS)},
   year      = {2008}
}

@inproceedings{youtube_sessions,
   author = {P. Gill and M. Arlitt and Z. Li and A. Mahanti},
   title = {Characterizing User Sessions on {YouTube}},
   booktitle = {IEEE Multimedia Computing and Networking (MMCN)},
   year = {2008}
}



@inproceedings{timeseries,
   author = {R. Crane and D. Sornette},
   title = {Quality, and Junk Videos on {YouTube}: Separating Content From Noise in an Information-Rich Environment},
   booktitle = {Proceedings of the AAAI Spring Symposium},
   year = {2008}
}


@article{timeseries2,
   author = {R. Crane and D. Sornette},
   title = {Robust Dynamic Classes Revealed by Measuring the Response Function of a Social System},
   journal = {Proceedings of the National Academy of Sciences (PNAS)},
   volume = {105},
   number = {41},
   pages = {15649--15653},
   year = {2008}
}

@article{barfordSurge,
   author = "P. Barford and M. Crovella",
   title = {Generating Representative Web Workloads for Network and Server Performance Evaluation},
   journal = {SIGMETRICS Performance Evaluation Review},
   volume = {26},
   number = {1},
   pages = {151--160}
}

@MISC{facebook,
  title = {Facebook Web site},
  howpublished = {\url{http://www.facebook.com}. Accessed in March/2010}
}

@MISC{youtube,
  title = {{YouTube} Web site},
  howpublished = {\url{http://www.youtube.com}. Accessed in March/2010}
}

@MISC{flickr,
  title = {Flickr Web site},
  howpublished = {\url{http://www.flickr.com}. Accessed in March/2010}
}

@MISC{orkut,
  title = {Orkut Web site},
  howpublished = {\url{http://www.orkut.com}. Accessed in March/2010}
}

@MISC{livejournal,
  title = {LiveJournal Web site},
  howpublished = {\url{http://www.livejournal.com}. Accessed in March/2010}
}


@MISC{myspace,
  title = {MySpace Web site},
  howpublished = {\url{http://www.myspace.com}. Accessed in March/2010}
}

@MISC{wikipedia,
  title = {Wikipedia Web site},
  howpublished = {\url{http://www.wikipedia.org}. Accessed in March/2010}
}



@article{adamic2003snc,
   author = {L. Adamic and O. Buyukkokten and E. Adar},
   journal = {First Monday},
   number = {6},
   title = {A Social Network Caught in the Web},
   volume = {8},
   year = {2003}
}

@MISC{wiki_listSN,
  title = {List of social network Web sites},
  howpublished = {\url{http://en.wikipedia.org/wiki/List_of_social_networking_websites}. Accessed in March/2010}
}


@MISC{orkut_takeover,
   title = {New York Times. A Web Site Born in U.S. Finds Fans in Brazil},
   howpublished = {\url{http://www.nytimes.com/2006/04/10/technology/10orkut.html}. Accessed in March/2010}
}


@book{bollobas01,
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@article{erdos-renyi,
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   year = {1959}
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@article{erdos1960erg,
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   journal = {Publicationes Mathematicae},
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   volume = {5},
   year = {1960}
}

@INPROCEEDINGS{Molloy95acritical,
   author = {M. Molloy and B. Reed},
   title = {A Critical Point for Random Graphs with a Given Degree Sequence},
   year = {1995},
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@article{molly00path,
   author = {M. Molloy and B. Reed},
   title = {The Size of the Giant Component of a Random Graph with a Given Degree Sequence},
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@INPROCEEDINGS{Kleinberg96shortpaths,
   author = {J. Kleinberg and R. Rubinfeld},
   title = {Short Paths in Expander Graphs},
   booktitle = {IEEE Annual Symposium on Foundations of Computer Science (FOCS)},
   year = {1996}
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@article{newman@pnas01,
   author = {M. Newman},
   journal = {Proceedings of the National Academy of Science (PNAS)},
   title = {The Structure of Scientific Collaboration Networks},
   number = {2},
   volume = {98},
  pages = {404--409},
   year = {2001}
}

@article{Newman04coauthorshipnetworks,
   author = {M. Newman},
   title = {Coauthorship Networks and Patterns of Scientific Collaboration},
   journal = {Proceedings of the National Academy of Science (PNAS)},
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   volume={101},
   number={1},
   year = {2004}
}

@article{citeulike:129,
   author = {A. Amaral and A. Scala and M. Barthelemy and E. Stanley},
   journal = {Proceedings of the National Academy of Science (PNAS)},
   number = {21},
   title = {Classes of Small-World Networks},
   volume = {97},
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   year = {2000}
}


@INPROCEEDINGS{Kleinberg00thesmall-world,
   author = {J. Kleinberg},
   title = {The Small-World Phenomenon: An Algorithmic Perspective},
   booktitle = {Proceedings of the ACM Symposium on Theory of Computing (STOC)},
   year = {2000}
}

@INPROCEEDINGS{Kleinberg01small-worldphenomena,
   author = {Jon Kleinberg},
   title = {Small-World Phenomena and the Dynamics of Information},
   booktitle = {Advances in Neural Information Processing Systems},
   year = {2001},
   publisher = {MIT Press}
}


@article{kleinberg@nat,
 author = {J. Kleinberg},
 title =  {Navigation in a Small World},
 journal = {Nature},
 volume={406},
number = {6798},
 year = {1999}
}

@article{citeulike:1229359,
   author = {S. Milgram},
   journal = {Psychology Today},
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   year = {1967}
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@book{watts_book,
   author = {D. Watts},
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   year = {1999},
   publisher = {Princeton University Press}
}


@article{scale-free2005,
   author    = {L. Li and D. Alderson and J. Doyle and W. Willinger},
   title     = {Towards a Theory of Scale-Free Graphs: Definition, Properties, and Implications},
   journal   = {Internet Mathematics},
   volume    = {2},
   number    = {4},
   year      = {2005}
}

@article{barabasi-scale,
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   year = {1999}
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@inproceedings{faloutsos_powerlaw,
   author = {M. Faloutsos and P. Faloutsos and C. Faloutsos},
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   pages = {251--262},
   year = {1999}
}

@book{neuro_network,
   author = {Braitenberg, V. and A. Schüz},
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@inproceedings{swamy@wosn08,
   author = {G. Swamynathan and C. Wilson and B. Boe and K. Almeroth and B. Zhao},
   title = {Do Social Networks Improve e-Commerce?: A Study on Social Marketplaces},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Online social networks (WOSN)},
   year = {2008}
}

@inproceedings{lerman@wosn08,
   author = {K. Lerman and A. Galstyan},
   title = {Analysis of Social Voting Patterns on Digg},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Online social networks (WOSN)},
   year = {2008}
}

@inproceedings{cha@wosn08,
   author = {M. Cha and A. Mislove and B. Adams and K. Gummadi},
   title = {Characterizing Social Cascades in Flickr}, 
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
 pages = {13--18},
   year = {2008}
}

@inproceedings{krishna@wosn08-1,
   author = {B. Krishnamurthy and P. Gill and M. Arlitt},
   title = {A Few Chirps About Twitter},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}

@inproceedings{mislove@wosn08,
   author = {A. Mislove and H. Koppula and K. Gummadi and P. Druschel and B. Bhattacharjee},
   title = {Growth of the Flickr Social Network},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   pages = {25--30},
   year = {2008}
}


@inproceedings{gjoka@wosn08,
   author = {M. Gjoka and M. Sirivianos and A. Markopoulou and X. Yang},
   title = {Poking Facebook: Characterization of {OSN} Applications},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
 pages = {31--36},
   year = {2008}
}


@inproceedings{krishna@wosn08-2,
   author = {B. Krishnamurthy and C. Wills},
   title = {Characterizing Privacy in Online Social Networks},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}


@inproceedings{toot@wosn08,
   author = {A. Tootoonchian and K. Gollu and S. Saroiu and Y. Ganjali and A. Wolman},
   title = {Lockr: Social Access Control for Web 2.0},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}


@inproceedings{guha@wosn08,
   author = {S. Guha and K. Tang and P. Francis},
   title = {NOYB: Privacy in Online Social Networks},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}

@inproceedings{yardi@wosn08,
   author = {S. Yardi and N. Feamster and A. Bruckman},
   title = {Photo-based Authentication Using Social Networks},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}


@inproceedings{ramachan@wosn08,
   author = {A. Ramachandran and N. Feamster},
   title = {Authenticated Out-of-Band Communication Over Social Links},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}

@inproceedings{mtibaa@wosn08,
   author = {A. Mtibaa and A. Chaintreau and J. LeBrun and E. Oliver and A. Pietilainen and C. Diot},
   title = {Are You Moved by Your Social Network Application?},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}


@inproceedings{chain@wosn08,
   author = {A. Chaintreau and P. Fraigniaud and E. Lebhar},
   title = {Opportunistic Spatial Gossip Over Mobile Social Networks},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}


@inproceedings{la@wosn08,
   author = {C. La and P. Michiardi},
   title = {Characterizing User Mobility in Second Life},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Social Networks (WOSN)},
   year = {2008}
}

@inproceedings{kumar@kdd06,
   author = {R. Kumar and J. Novak and A. Tomkins},
   booktitle = {Proceedings of the ACM SIGKDD Int'l Conference on Knowledge Discovery and Data Mining (KDD)},
   title = {Structure and Evolution of Online Social Networks},
   year = {2006}
}


@article{girvan@pnas02,
   author = {M. Girvan and M. Newman},
   journal = {Proceedings of the National Academy of Sciences (PNAS)},
   number = {12},
   title = {Community Structure in Social and Biological Networks},
   volume = {99},
   pages = {7821--7826},
   year = {2002}
}


@inproceedings{back@kdd06,
   author = {L. Backstrom and D. Huttenlocher and J. Kleinberg and X. Lan},
   booktitle = {Proceedings of the ACM SIGKDD Int'l Conference on Knowledge Discovery and Data Mining (KDD)},
   title = {Group Formation in Large Social Networks: Membership, Growth, and Evolution},
   year = {2006}
}


@inproceedings{leskovec@kdd08-1,
   author = {J. Leskovec and L. Backstrom and R. Kumar and A. Tomkins},
   booktitle = {Proceedings of the ACM SIGKDD Int'l Conference on Knowledge Discovery and Data Mining (KDD)},
   title = {Microscopic Evolution of Social Networks},
   year = {2008}
}


@inproceedings{leskovec@kdd08-2,
   author = {M. Seshadri and S. Machiraju and A. Sridharan and J. Bolot and C. Faloutsos and J. Leskove},
   title = {Mobile Call Graphs: Beyond Power-Law and Lognormal Distributions},
   booktitle = {Proceedings of the ACM SIGKDD Int'l Conference on Knowledge Discovery and Data Mining (KDD)},
   pages = {596--604},
   year = {2008}
}


@inproceedings{leskovec@www08-01,
   author = {J. Leskovec and K. J. Lang and A. Dasgupta and M. W. Mahoney},
   title = {Statistical Properties of Community Structure in Large Social and Information Networks},
   booktitle = {Proceedings of the World Wide Web Conference (WWW)},
   year = {2008}
}

@inproceedings{leskovec@www08-2,
   author = {J. Leskovec and E. Horvitz},
   title = {Planetary-Scale Views on a Large Instant-Messaging Network},
   booktitle = {Proceedings of the World Wide Web Conference (WWW)},
   year = {2008}
}



@article{newman03-review,
   author = {M. Newman},
   journal = {SIAM Review},
   pages = {167--256},
   title = {The Structure and Function of Complex Networks},
   volume = {45},
   year = {2003}
}


@inproceedings{leskovec@kdd06,
   author = {J. Leskovec and C. Faloutsos},
   title = {Sampling from Large Graphs},
   booktitle = {Proceedings of the ACM SIGKDD Int'l Conference on Knowledge Discovery and Data Mining (KDD)},
   year = {2006}
}

@article{webscience@cacm08,
   author = {J. Hendler and N. Shadbolt and W. Hall and T. Berners-Lee and D. Weitzner},
   title = {Web Science: an Interdisciplinary Approach to Understanding the Web},
   journal = {Communications of the ACM},
   volume = {51},
   number = {7},
    pages = {60--69},
   year = {2008}
}

@misc{unders@arxiv07,
      author = {X. Cheng and C. Dale and J. Liu},
      title = {Understanding the Characteristics of Internet Short Video Sharing: {YouTube} as a Case Study},
      howpublished = {Technical Report arXiv:0707.3670v1 {cs.NI}, Cornell University, arXiv e-prints, 2007}
}


@inproceedings{jindal@wsdm,
   author = {N. Jindal and B. Liu},
   title = {Opinion Spam and Analysis},
   booktitle = {Proceedings of the Int'l Conference on Web Search and Web Data Mining (WSDM)},
 pages = {219--230},
   year = {2008}
}


@ARTICLE{garlaschelli-2004-93,
   author = {D. Garlaschelli and M. Loffredo},
   title = {Patterns of link reciprocity in directed networks},
   journal = {Physical Review Letters},
   volume = {93},
   number={26},
   pages={268701},
   year = {2004}
}


@inproceedings{gomez:slashdot,
   author = {V. G\'omez and A. Kaltenbrunner and V. L\'opez},
   booktitle = {Proceedings of the World Wide Web Conference (WWW)},
   title = {Statistical analysis of the social network and discussion threads in slashdot},
 pages = {645--654},
   year = {2008}
}


@inproceedings{twitter-webkdd,
   author = {A. Java and X. Song and T. Finin and B. Tseng},
   title = {Why we Twitter: Understanding Microblogging Usage and Communities},
   booktitle = {Proceedings of the Workshop on Web mining and social network analysis (WebKDD/SNA-KDD)},
   year = {2007}
}

@article{wikipedia@pre,
   author = {V. Zlatic and M. Bozicevic and H. Stefancic and M. Domazet},
   journal = {Physical Review E},
   number = {1},
   title = {Wikipedias: Collaborative web-based encyclopedias as complex networks},
   volume = {74},
   pages={016115},
   year = {2006}
}





@inproceedings{model-based@aai06,
   author = {B. Mobasher and R. Burke and J. Sandvig},
   title = {Model-based Collaborative Filtering as a Defense Against Profile Injection Attacks},
   booktitle = {Proceedings of the AAAI Symposium},
   year = {2006}
}


@article{sybilguard06,
   author = {H. Yu and M. Kaminsky and P. Gibbons and A. Flaxman},
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   pages = {267--278},
   year = {2006}
}


@inproceedings{sybil02,
    author = {J. Douceur},
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    year = {2002}
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@inproceedings{sybil@sp08,
 author = {H. Yu and P. Gibbons and M. Kaminsky and F. Xiao},
 title = {SybilLimit: A Near-Optimal Social Network Defense against Sybil Attacks},
 booktitle = {Proceedings of the IEEE Symposium on Security and Privacy (SP)},
 pages = {3--17},
 year = {2008}
}



@inproceedings{krusty04www,
   author    = {C. Costa and I. Cunha and A. Vieira and C. Ramos and M. Rocha and J. Almeida and B. Ribeiro-Neto},
   title     = {Analyzing client interactivity in streaming media},
   booktitle = {Proceedings of the World Wide Web Conference (WWW)},
   year      = {2004}
}

@article{eveline@tnet,
   author = {E. Veloso and V. Almeida and W. Meira Jr. and A. Bestavros and S. Jin},
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   number = {1},
   pages={217--230},
   year = {2006}
}

@book{virgilio_performance,
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@book{menasce2000,
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@inproceedings{oke-tools2002,
   author = {A. Oke and R. Bunt},
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@book{hans-clustering,
   author = {H. Bock},
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}

@BOOK{hartigan-clustering,
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@article{mobile@newphysics,
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@incollection{Bro00,
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   title = {Graph Structure in the Web: Experiments and Models},
   year = {2000}
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@MISC{youtube-duplicated,
   author = {copyright},
   title = {{YouTube} Copyright Policy: Video Identification tool},
   howpublished = {\url{http://help.youtube.com/support/youtube/bin/answer.py?hlrm=en\&answer=83766\&hlrm=en_US}. Accessed in March/2010}
}

@MISC{ispell,
   author = {Ispell},
   howpublished = {\url{http://www.gnu.org/software/ispell/ispell.html}. Accessed in March/2010}
}

@book{radicais,
   editor = {K. S. Jones and P. Willett},
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@INPROCEEDINGS{Alm96,
   AUTHOR    = {V. Almeida and A. Bestavros and M. Crovella and A. Oliveira},
   TITLE     = "Characterizing Reference Locality in the {WWW}",
   BOOKTITLE = "Proceedings of the Int'l Conference on Parallel and Distributed Information Systems ({PDIS96})",
   YEAR      = {1996}
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@inproceedings{breslau,
   author = {L. Breslau and P. Cao and L. Fan and G. Phillips and S. Shenker},
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@book{r2,
   author = {Kishor S. Trivedi},
   title = {Probability and statistics with reliability, queuing and computer science applications},
   year = {2002},
   publisher = {John Wiley and Sons Ltd.},
   address = {Chichester, UK}
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@TECHREPORT{Weiss01theeffect,
    author = {G. Weiss and F. Provost},
    title = {The Effect of Class Distribution on Classifier Learning: An Empirical Study},
    institution = {Department of Computer Science, Rutgers University},
    year = {2001}
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@manual{rfc2616,
   author = {R. Fielding  and J. Gettys and J. Mogul  and H. Frystyk and L. Masinter and P. Leach and T. Berners-Lee},
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   title = {RFC 2616: Hypertext Transfer Protocol -- HTTP/1.1},
   year = {1999}
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@inproceedings{menasce-ec-99,
 author = {D. Menasc\'{e} and V. Almeida and R. Fonseca and M. Mendes},
 title = {A Methodology for Workload Characterization of E-commerce Sites},
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 year = {1999}
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@inproceedings{xmeans2000,
   author = {D. Pelleg and A. Moore},
   title = {X-means: Extending K-means with Efficient Estimation of the Number of Clusters},
   booktitle = {Proceedings of the Int'l Conf. on Machine Learning (ICML)},
   year = {2000}
}


@MISC{fact_sheet_youtube,
  title = {{YouTube} Fact Sheet},
  howpublished = {\url{http://www.youtube.com/t/fact_sheet}. Accessed in March/2010}
}

@MISC{nytimes1,
  title = {The New York Times: Search Ads Come to {YouTube}},
  howpublished = {\url{http://bits.blogs.nytimes.com/2008/10/13/search-ads-come-to-youtube}. Accessed in March/2010}
}


@article{duplicate_youtube2,
  author    = {X. Wu, C. Ngo, A. Hauptmann and H. Tan},
  title     = {Real-Time Near-Duplicate Elimination for Web Video Search with Content and Context},
  journal   = {IEEE Transactions on Multimedia},
  volume    = {11},
  number    = {2},
  pages={196--207},
  year      = {2009}
}


@inproceedings{benevenuto09@infocom-sw,
   author    = {F. Benevenuto and T. Rodrigues and V. Almeida and J. Almeida and M. Gonçalves},
   title     = {Detecting Spammers and Content Promoters in Online Video Social Networks},
   booktitle = {Proceedings of the IEEE Int'l conference on Computer Communications Workshops (INFOCOM)},
   pages = {337--338},
   year      = {2009}
}




# first monday 


#[15]
@MISC{nytimes2,
  title = {The New York Times. {YouTube} Videos Pull In Real Money},
  howpublished = {\url{http://www.nytimes.com/2008/12/11/business/media/11youtube.html?_r=1&emc=eta1}. Accessed in March/2010}
}

#[18]
@MISC{comscore,
  title = {comScore: U.S. Streaming Video Market Overview},
  howpublished = {\url{http://www.comscore.com/press/release.asp?press=1264}. Accessed in March/2010}
}

#[20]
@MISC{alexa,
  title = {Alexa, the Web Information Company},
  howpublished = {\url{http://www.alexa.com}. Accessed in March/2010}
}

# [new]
@inproceedings{spam_p2p,
 author = {D. Jia and W-G. Yee and O. Frieder},
 title = {Spam Characterization and Detection in Peer-to-Peer File-Sharing Systems},
 booktitle = {Proceedings of the ACM Conference on Information and Knowledge Management (CIKM)},
 year = {2008}
}

# [new]
@inproceedings{benevenuto@sac06,
   author = {F. Benevenuto and C. Costa and M. Vasconcelos and V. Almeida and J. Almeida and M. Mowbray},
   title = {Impact of peer incentives on the dissemination of polluted content},
   booktitle = {Proceedings of the ACM Symposium on Applied Computing (SAC)},
   year = {2006}
}


@INPROCEEDINGS{benevenuto@xhpc06,
   author = {F. Benevenuto and C. Teixeira and M. Caldas and V. Almeida and J. Almeida and J. Santos and G. Janakiraman},
   title = {Performance Models for Applications on Xen},
   booktitle = {Proceedings of the ISPA Workshops},
   year = {2006}
}





@inproceedings{keith_pollution_p2p,
  author    = {J. Liang and R. Kumar and Y. Xi and K. Ross},
  title     = {Pollution in P2P File Sharing Systems},
  booktitle = {Proceedings of the IEEE Conference on Computer Communications (INFOCOM)},
  year      = {2005}
}

@inproceedings{Hau2007,
   author = {X. Wu and A. Hauptmann and C. Ngo},
   booktitle = {Proceedings of the Int'l Conference on Multimedia},
   title = {Practical Elimination of Near-Duplicates from Web Video Search},
   year = {2007}
}

@inproceedings{duplicate_image1,
   author = {J. Zhu and S. Hoi and M. Lyu and S. Yan},
   title = {Near-duplicate Keyframe Retrieval by Nonrigid Image Matching},
   booktitle = {Proceedings of the ACM Int'l Conference on Multimedia (MM)},
   year = {2008}
}

@article{blog_duplicate1,
   title = {Implicit Structure and the Dynamics of Blogspace},
   author = {E. Adar and L. Zhang and L. Adamic and R. Lukose},
   journal = {Proceedings of the Workshop on the Weblogging Ecosystem},
   year = {2004}
}

@article{bala_web2,
  author    = {G. Cormode and B. Krishnamurthy},
  title     = {Key Differences Between Web 1.0 and Web 2.0},
  journal   = {First Monday},
  volume    = {13},
  number    = {6},
  year      = {2008}
}

@inproceedings{moon2007,
   author = {M. Cha and H. Kwak and P. Rodriguez and Y.-Y. Ahn and S. Moon},
   title = {I Tube, You Tube, Everybody Tubes: Analyzing the World's Largest User Generated Content Video System},
   booktitle = {Proceedings of the ACM SIGCOMM Conference on Internet Measurement (IMC)},
   pages = {1--14},
   year = {2007}
}

@inproceedings{cachelocal,
   author = {M. Zink and K. Suh and Y. Gu and J. Kurose},
   title = {Watch Global, Cache Local: {YouTube} Network Traces at a Campus Network - Measurements and Implications},
   booktitle = {Proceedings of the IEEE Multimedia Computing and Networking (MMCN)},
   year = {2008}
}


@MISC{avril1,
  title = {Cheating Fans Give Avril Lavigne a {YouTube} Lift},
  howpublished = {\url{http://blog.wired.com/underwire/2008/06/avril-lavigne-f.html}}
}

@MISC{avril2,
  title = {Avril is an Anagram for "viral"},
  howpublished = {\url{http://www.theglobeandmail.com/servlet/story/RTGAM.20080623.WBmingram20080623143124/WBStory/WBmingram}. Accessed in March/2010}
}



@article{huberman09twitter,
   author = {B. Huberman and D. Romero and F. Wu},
   title = {Social Networks that Matter: Twitter Under the Microscope},
   journal = {First Monday},
   number = {1},
   volume = {14},
   year = {2009}
}

@article{huberman_predicting,
  author    = {G. Szab{\'o} and B. Huberman},
  title     = {Predicting the Popularity of Online Content},
  journal = {ArXiv e-prints},
  eprint = {0811.0405},
  month={Nov},
  year      = {2008}
}


@book{Rijsbergen79,
   title = {Information Retrieval},
   author = {C. Rijsbergen},
   publisher = {Butterworth},
   year = {1979}
}


@inproceedings{nazir2008imc,
   author = {A. Nazir and S. Raza and C. Chuah},
   title = {Unveiling Facebook: A Measurement Study of Social Network Based Applications},
   booktitle = {Proceedings of the ACM SIGCOMM Conference on Internet Measurement (IMC)},
   pages = {43--56},
   year = {2008}
}


@book{Wasserman1994,
    author = {S. Wasserman and K. Faust and D. Iacobucci},
    publisher = {Cambridge University Press},
    title = {Social Network Analysis: Methods and Applications (Structural Analysis in the Social Sciences)},
    year = {1994}
}

@inproceedings{maia@osn,
 author = {M. Maia and J. Almeida and V. Almeida},
 title = {Identifying user behavior in online social networks},
 booktitle = {Proceedings of the Workshop on Social Network Systems (SocialNets)},
 year = {2008}
 }

@MISC{mashable07,
   author ={S. Schroeder}, 
   title = {20 Ways To Aggregate Your Social Networking Profiles, \textit{{Mashable}}, 2007},
   howpublished = {\url{http://tinyurl.com/2ceus4}. Accessed in March/2010}
}

@MISC{businessweek07,
   author ={R. King}, 
   title = {When Your Social Sites Need Networking, \textit{{BusinessWeek}}, 2007},
   howpublished = {\url{http://tinyurl.com/o4myvu}. Accessed in March/2010}
}

@MISC{opensocial,
  title = {{Google OpenSocial}},
  howpublished = {\url{http://code.google.com/apis/opensocial/}. Accessed in March/2010}
}

@misc{geoip,
  author = {{MaxMind}},
  title = {{GeoIP Database}},
  note = {\url{http://www.maxmind.com/app/ip-location}. Accessed in March/2010}
}

@MISC{nielsenonline09,
   author ={Nielsen Online Report}, 
   title = {Social Networks \& Blogs Now 4th Most Popular Online Activity, 2009},
   howpublished = {\url{http://tinyurl.com/cfzjlt}. Accessed in March/2010}
}

@inproceedings{eurosys2009benzhao,
   author =  {C. Wilson and B. Boe and A. Sala and K. P. N. Puttaswamy and B. Y. Zhao},
   title =        {User Interactions in Social Networks and their Implications},
   booktitle =    {Proceedings of the ACM European Professional Society on Computer Systems (EuroSys)},
   pages = {205--218},
   year =         {2009}
}

@inproceedings{lento2009chi,
   author = {M. Burke and C. Marlow and T. Lento},
   title =        {Feed Me: Motivating Newcomer Contribution in Social Network Sites},
   booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
   pages = {945--954},
   year =         {2009}
}

@misc{emarketer,
  key="EMarketer",
  author = "{B. Williamson}",
  title={Social Network Marketing: ad Spending and Usage. \textit{{EMarketer Report}}, 2007},
   howpublished = {\url{http://tinyurl.com/2449xx}. Accessed in March/2010}
}

@article{clickstream2003,
  author = {P. Chatterjee and D. L. Hoffman and T. P. Novak},
  title = {Modeling the Clickstream: implications for Web-Based Advertising Efforts},
  volume = {22},
  number = {4},
  pages = {520--541},
  journal = {Marketing Science},
  year = {2003} 
}

@article{leskovec.vm07,
  author = {J. Leskovec and L. A. Adamic and B. A. Huberman},
  title = {The Dynamics of Viral Marketing},
  journal = {ACM Transactions on the Web (TWEB)},
  volume = {1},
  number = {1},
  pages = {228--237},
  year = {2007}
}

@MISC{pablo-www09keynote,
  author = {P. Rodriguez},
  title = {Web Infrastructure for the 21st Century. \textit{{WWW'09 Keynote}, 2009}},
  howpublished = {\url{http://tinyurl.com/mmmaa7}. Accessed in March/2010}
}

@inproceedings{bala@comsnets09,
   author = {B. Krishnamurthy},
   title = {A Measure of Online Social Networks},
   booktitle = {Conference on Communication Systems and Networks (COMSNETS)},
   year = {2009}
}
 
@inproceedings{imc2008cyworld,
   author = {H. Chun and H. Kwak and Y. Eom and Y.-Y. Ahn and S. Moon and H. Jeong},
   title =        {Comparison of Online Social Relations in Volume vs Interaction: a Case Study of {Cyworld}},
   booktitle =    {Proceedings of the ACM SIGCOMM Internet Measurement Conference (IMC)},
 pages = {57--70},
   year =         {2008}
}


@inproceedings{facebook-bimal-wosn09,
  author = {B. Viswanath and A. Mislove and M. Cha and K. P. Gummadi},
  title = {On the Evolution of User Interaction in {Facebook}},
  booktitle = {Proceedings of the ACM SIGCOMM Workshop on Online Social Networks (WOSN)},
  pages = {37--42},
  year = {2009} 
}

@inproceedings{fabian@imc09,
   author = {F. Schneider and A. Feldmann and B. Krishnamurthy and W. Willinger},
   title = {Understanding online social network usage from a network perspective},
   booktitle = {Proceedings of the ACM SIGCOMM Internet Measurement Conference (IMC)},
   pages = {35--48},
   year = {2009}
}

@inproceedings{benevenuto@imc09,
   author = {F. Benevenuto and T. Rodrigues and M. Cha and V. Almeida},
   title = {Characterizing User Behavior in Online Social Networks},
   booktitle =    {Proceedings of the ACM SIGCOMM Internet Measurement Conference (IMC)},
   pages = {49--62},
   year = {2009}
}

@inproceedings{guo.kdd09,
   author = {L. Guo and E. Tan and S. Chen and X. Zhang and Y. (E.) Zhao},
   title = {Analyzing Patterns of User Content Generation in Online Social Networks},
   booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
 pages = {369--378},
   year = {2009}
}

@article{benevenuto@tomccap09,
   author = {F. Benevenuto and T. Rodrigues and V. Almeida and J. Almeida and K. Ross},
   title =  {Video Interactions in Online Video Social Networks},
   journal = {ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP)},
   volume = {5},
   number = {4},
   pages = {1--25},
   year = {2009}
}

@inproceedings{eiko-eurosys-sns09,
  author = {N. Sastry and E. Yoneki and J. Crowcroft},
  title = {Buzztraq: predicting Geographical Access Patterns of Social Cascades using Social Networks},
  booktitle = {Proceedings of the Workshop on Social Network Systems (SNS)},
  year = {2009} 
}

@inproceedings{cha-www09,
  author = {M. Cha and A. Mislove and K. Gummadi},
  title = {A Measurement-driven Analysis of Information Propagation in the {Flickr} Social Network},
  booktitle = {Proceedings of the World Wide Web Conference (WWW)},
 pages = {721--730},
  year = {2009} 
}

@article{huberman.science.1998,
 author = {B. Huberman and P. Pirolli and J. Pitkow and R. Lukose},
 title =  {Strong Regularities in World Wide Web Surfing},
 journal = {Science},
 volume={280},
 number={5360},
 year = {1998}
}

@misc{orkuthelp,
  title = {Orkut Help},
  howpublished  = {\url{http://www.google.com/support/orkut/}. Accessed in March/2010}
}


@misc{orkutwiki,
  title = {Orkut on Wikipedia},
  howpublished = {\url{http://en.wikipedia.org/wiki/Orkut}. Accessed in March/2010}
}

@inproceedings{flickr-valafar-wosn09,
  author = {M. Valafar and R. Rejaie and W. Willinger},
  title = {Beyond Friendship Graphs: a Study of User Interactions in {Flickr}},
  booktitle = {Proceedings of the ACM SIGCOMM Workshop on Online Social Networks (WOSN)},
  pages = {25--30},
  year = {2009} 
}

@inproceedings{chapman2008chi,
   author =       "C. Chapman and M. Lahav",
   title =        {International Ethnographic Observation of Social Networking Sites},
   booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {3123--3128},
   year =         {2008}
}

@inproceedings{myspace2008icwsm,
   author = {J. Caverlee and S. Webb},
   title = {A Large-Scale Study of MySpace: Observations and Implications for Online Social Networks},
   booktitle = {Proceedings of the AAAI Conference on Weblogs and Social Media (ICWSM)},
   year = {2008}
}

@phdthesis{mislove-2009-socialnetworksthesis,
  author = {A. Mislove},
  title = {Online Social Networks:  Measurement, Analysis, and Applications to Distributed Information Systems},
  school = {Rice University, Department of Computer Science},
  year = {2009}
}

@article{OSNdef,
    author = {D. Boyd and N. Ellison},
    journal = {Journal of Computer-Mediated Communication},
    number = {1-2},
    title = {Social Network Sites: Definition, History, and Scholarship},
    volume = {13},
    year = {2007}
}

@inproceedings{sybilvote@nsdi,
 author = {N. Tran and B. Min and J. Li and L. Subramanian},
 title = {Sybil-resilient Online Content Voting},
 booktitle = {Proceedings of the USENIX symposium on Networked systems design and implementation (NSDI)},
 year = {2009}
}

@inproceedings{mumu@wi07,
 author = {M. Choudhury and H. Sundaram and A. John and D. Seligmann},
 title = {Contextual Prediction of Communication Flow in Social Networks},
 booktitle = {Proceedings of the IEEE/WIC/ACM Conference on Web Intelligence (WI)},
 pages = {57--65},
 year = {2007}
}

@inproceedings{mumu@ht08,
 author = {M. Choudhury and H. Sundaram and A. John and D. Seligmann},
 title = {Can Blog Communication Dynamics Be Correlated With Stock Market Activity?},
 booktitle = {Proceedings of the ACM conference on Hypertext and hypermedia (HT)},
 year = {2008}
}

@inproceedings{mumu@ht08-2,
 author = {M. Choudhury and H. Sundaram and A. John and D. Seligmann},
 title = {Dynamic Prediction of Communication Flow Using Social Context},
 booktitle = {Proceedings of the Conference on Hypertext and hypermedia (HT)},
 year = {2008}
}

@inproceedings{mumu@cikm08,
 author = {M. Choudhury and H. Sundaram and A. John and D. Seligmann},
 title = {Multi-scale Characterization of Social Network Dynamics in the Blogosphere},
 booktitle = {Proceedings of the ACM Conference on Information and Knowledge Management (CIKM)},
 pages = {1515--1516},
 year = {2008}
}

@article{socialcomp,
author = {F-Y Wang and K. Carley and D. Zeng and W. Mao},
title = {Social Computing: From Social Informatics to Social Intelligence},
journal ={IEEE Intelligent Systems},
volume = {22},
number = {2},
pages={79--83},
year = {2007}
}

@inproceedings{mumu@socialcom09,
 author = {M. Choudhury and H. Sundaram and A. John and D. Seligmann},
 title     = {Social Synchrony: Predicting Mimicry of User Actions in Online Social Media},
 booktitle = {Proceedings of the IEEE Conference on Social Computing 2009 (SocialCom)},
 pages = {151--158},
 year = {2009}
}

@inproceedings{adamic@icwsm07,
    author = {N. Ali-Hasan and L. Adamic},
    booktitle = {Proceedings of the AAAI Conference on Weblogs and Social Media (ICWSM)},
    title = {Expressing Social Relationships on the Blog through Links and Comments},
    year = {2007}
}

@article{digg@ic07,
 author = {K. Lerman},
 title = {Social Information Processing in News Aggregation},
 journal = {IEEE Internet Computing},
 volume = {11},
 number = {6},
 pages = {16--28},
 year = {2007}
}

@inproceedings{reputation@chi02,
 author = {C. Jensen and J. Davis and S. Farnham},
 title = {Finding Others Online: Reputation Systems for Social Online Spaces},
 booktitle = {ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 year = {2002}
}

@inbook{boyd_teen,
    author = {D. Boyd},
    booktitle = {Youth, Identity and Digital Media},
    title = {Why Youth (Heart) Social Network Sites: The Role of Networked Publics in Teenage Social Life},
    address = {Cambridge, MA},
    year = {2007}
}

@inproceedings{malmgren@kdd09,
 author = {R. Malmgren and J. Hofman and L. Amaral and D. Watts},
 title = {Characterizing individual communication patterns},
 booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
 year = {2009}
 }

@inproceedings{pathways@kdd08,
 author = {G. Kossinets and J. Kleinberg and D. Watts},
 title = {The Structure of Information Pathways in a Social Communication Network},
 booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
 pages = {435--443},
 year = {2008}
}

@inproceedings{zhou08,
 author = {Y. Zhou and X. Guan and Z. Zhang and B. Zhang},
 title = {Predicting the Tendency of Topic Discussion on the Online Social Networks Using a Dynamic Probability Model},
 booktitle = {Proceedings of the Workshop on Collaboration and Collective Intelligence (WebScience)},
 year = {2008}
}

@inproceedings{re@nsdi06,
 author = {S. Garriss and M. Kaminsky and M. Freedman and B. Karp and D. Mazi\`{e}res and H. Yu},
 title = {RE: Reliable Email},
 booktitle = {Proceedings of the USENIX Conference on Networked Systems Design \& Implementation (NSDI)},
 pages = {22--22},
 year = {2006}
}

@inproceedings{mislove-2008-ostra,
  author = {A. Mislove and A. Post and K. Gummadi and P. Druschel},
  title = {Ostra: Leverging Trust to Thwart Unwanted Communication}, 
  booktitle = {Proceedings of the Symposium on Networked Systems Design and Implementation (NSDI)},
  pages = {15--30},
  year = {2008}
}

@MISC{spamassassin,
  title = {SpamAssassin},
  howpublished = {\url{http://spamassassin.apache.org}. Accessed in March/2010}
}

@article{watts-2002-cascades,
  author = {D. Watts},
  title = "A Simple Model of Global Cascades on Random Networks",
  journal = {Proceedings of the National Academy of Sciences (PNAS)},
  volume={99},
  number={9},
  pages={5766--5771},
  year = {2002}
}



@MISC{youtubedebates,
  title = {{YouTube} {CNN} Debates},
  howpublished = {\url{http://www.youtube.com/debates}. Accessed in March/2010}
}


@inproceedings{influence.correlation.kdd08,
   author =  {A. Anagnostopoulos and R. Kumar and M. Mahdian},
   title = {Influence and Correlation in Social Networks},
   booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
   year =  {2008}
}


@inproceedings{gruhl-www04,
  title = {Information Diffusion Through Blogspace},
  author = {D. Gruhl and R. Guha and David Liben-Nowell and A. Tomkins},
  booktitle = {Proceedings of the World Wide Web Conference (WWW)},
 pages = {491--501},
  year = {2004}
}

@inproceedings{adar-2005-tracking,
  author = {E. Adar and L. Adamic},
  title = {Tracking Information Epidemics in Blogspace},
  booktitle = {Proceedings of the IEEE/WIC/ACM Conference on Web Intelligence (WI)},
  pages = {207--214},
  year = {2005}
}

@inproceedings{memetracker.kdd09,
   author = {J. Leskovec and L. Backstrom and J. Kleinberg},
   title = {Meme-tracking and the Dynamics of the News Cycle},
   booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
   pages = {497--506},
   year =         {2009}
}

@inproceedings{benevenuto09@sigir,
   author    = {F. Benevenuto and T. Rodrigues and V. Almeida and J. Almeida and M. Gonçalves},
   title     = {Detecting Spammers and Content Promoters in Online Video Social Networks},
   booktitle = {Proceedings of the Int'l ACM Conference on Research and Development in Information Retrieval (SIGIR)},
   pages = {620--627},
   year      = {2009}
}


@misc{facebook-eng-photo,
   title = "{Needle in a Haystack: Efficient Storage of Billions of Photos}",
   howpublished = {Facebook Engineering Notes, \url{http://tinyurl.com/cju2og}. Accessed in March/2010},
}

@misc{facebook-statistics,
   title = "{Facebook Press Room, Statistics}",
   howpublished = {\url{http://www.facebook.com/press/info.php?statistics}. Accessed in March/2010}
}


@misc{facebook-eng-hive,
   key = {Facebook-eng-hive},
   title = "{Hive - A Petabyte Scale Data Warehouse using Hadoop}",
   note = {Facebook Engineering Notes, \url{http://tinyurl.com/kke6kz}. Accessed in March/2010},
   year = {2009}
}

@misc{ft-facebook,
   key = {ft-facebook},
   author = {David Gelles},
   title = "{What Friends are for}",
   note = {Finantial Times, 2009 \url{http://tinyurl.com/n5ttxj}. Accessed in March/2010}
}


@misc{cnet-facebook,
   key = {cnet-facebook},
   author = {Dara Kerr},
   title = "{Facebook hits one billion video views}",
   note = {CNET News, 2009 \url{http://tinyurl.com/nncpvj}. Accessed in March/2010}
}

@inproceedings{torkjazi@wosn09,
   author = {M. Torkjazi and R. Rejaie and W. Willinger},
   title = {Hot Today, Gone Tomorrow: On the Migration of MySpace Users},
   booktitle = {Proceedings of the ACM SIGCOMM Workshop on Online social networks (WOSN)},
   pages = {43--48},
   year = {2009}
}

@inproceedings{news-junkie,
  title = {Newsjunkie: Providing Personalized Newsfeeds via Analysis of Information Novelty},
  author = {E. Gabrilovich and S. Dumais and E. Horvitz},
  booktitle = {Proceedings of the World Wide Web Conference (WWW)},
 pages = {482--490},
  year = {2004}
}

@article{moore2007,
    author = {C. Moore and M. Newman},
    journal = {Physical Review E},
    number = {5},
    publisher = {American Physical Society},
    title = {Epidemics and Percolation in Small-World Networks},
    volume = {61},
  pages = {5678},
    year = {2000}
}

@article{albert2000,
    author = {R. Albert and H. and Jeong and A. Barabasi},
    journal = {Nature},
    number = {6794},
    title = {Error and Attack Tolerance of Complex Networks},
    volume = {406},
    pages={378--382},
    year = {2000}
}

@article{betweenness_newman,
    author = {M. Newman and M. Girvan},
    journal = {Physical Review E},
    number = {2},
    pages={26113},
    title = {Finding and Evaluating Community Structure in Networks},
    volume = {69},
    year = {2004}
}

@MISC{facebook_devel,
  title = {Facebook platform},
  howpublished = {\url{http://developers.facebook.com}. Accessed in March/2010}
}

@MISC{facebook_app,
  title = {Facebook application directory},
  howpublished = {\url{http://www.facebook.com/apps}. Accessed in March/2010}
}

@MISC{devel_anali,
  title = {Developer analytics},
  howpublished = {\url{http://www.developeranalytics.com}. Accessed in March/2010}
}

@inproceedings{nazir@imc09,
 author = {A. Nazir and S. Raza and D. Gupta and C. Chua and B. Krishnamurthy},
 title = {Network Level Footprints of Facebook Applications},
   booktitle = {Proceedings of the ACM SIGCOMM Conference on Internet Measurement (IMC)},
 pages = {63--75},
 year = {2009}
 }

@inproceedings{gilbert@chi09,
 author = {E. Gilbert and K. Karahalios},
 title = {Predicting tie strength with social media},
 booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {211--220},
 year = {2009}
 }

@inproceedings{krishan@sosp03,
 author = {K. Gummadi and R. Dunn and S. Saroiu and S. Gribble and H. Levy and J. Zahorjan},
 title = {Measurement, Modeling, and Analysis of a Peer-to-Peer File-Sharing Workload},
 booktitle = {Proceedings of the ACM Symposium on Operating Systems Principles (SOSP)},
 year = {2003}
}

@INPROCEEDINGS{benevenuto@net06,
   author = {F. Duarte and F. Benevenuto and V. Almeida and J. Almeida},
   title = {Locality of Reference in an Hierarchy of Web Caches},
   booktitle = {Proceedings of the IFIP Networking Conference (Networking)},
   pages     = {344--354},
   year = {2006}
}



@inproceedings{joinson@chi08,
 author = {A. Joinson},
 title = {Looking at, looking up or keeping up with people?: motives and use of {F}acebook},
 booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {1027--1036},
 year = {2008}
}

@inproceedings{santelli@chi08,
 author = {J. Thom-Santelli and M. Muller and D. Millen},
 title = {Social tagging roles: publishers, evangelists, leaders},
 booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {1041--1044},
 year = {2008}
}

@inproceedings{binder@chi09,
 author = {J. Binder and A. Howes and A. Sutcliffe},
 title = {The problem of conflicting social spheres: effects of network structure on experienced tension in social network sites},
 booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {965--974},
 year = {2009}
}

@inproceedings{jahna@chi09,
 author = {J. Otterbacher},
 title = {`Helpfulness' in online communities: a measure of message quality},
 booktitle = {Proceedings of the ACM SIGCHI Conference on Human factors in Computing Systems (CHI)},
 pages = {955--964},
 year = {2009}
}

@article{williamson02,
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