%% This BibTeX bibliography file was created using BibDesk. %% http://bibdesk.sourceforge.net/ %% Created for Jussara at 2011-01-22 09:12:48 -0200 %% Saved with string encoding Western (ASCII) @article{song_2011, author = {Y. Song and L. Zhang and C. Giles}, title = {{Automatic Tag Recommendation Algorithms for Social Recommender Systems}}, journal = {ACM Trans. Web}, volume = {5}, issue = {1}, year = {2011}, pages = {1--31}, } @Article{liaw02, title = {Classification and Regression by randomForest}, author = {Andy Liaw and Matthew Wiener}, journal = {R News}, year = {2002}, volume = {2}, number = {3}, pages = {18-22}, url = {http://CRAN.R-project.org/doc/Rnews/}, } @article{Breiman01, author = {Breiman, Leo}, title = {Random Forests}, journal = {Mach. Learn.}, volume = {45}, number = {1}, year = {2001}, pages = {5--32}, } @inproceedings{Xu07, author = {Xu, Jun and Li, Hang}, title = {AdaRank: a boosting algorithm for information retrieval}, booktitle = {SIGIR}, year = {2007}, pages = {391--398} } @inproceedings{Burges05, author = {Burges, Chris and Shaked, Tal and Renshaw, Erin and Lazier, Ari and Deeds, Matt and Hamilton, Nicole and Hullender, Greg}, title = {Learning to rank using gradient descent}, booktitle = {ICML}, year = {2005}, } @book{Luce59, abstract = {{This book is a classic, foundational work in the field of discrete choice theory, written in Duncan Luce's typically crystal-clear prose and mathematics. The 1950s was clearly a fertile time for the decision sciences and this book---much like Luce's other book (co-authored with Raiffa) on game theory---shows this clearly. In this book, Luce introduces what came to be called "Luce's choice rule" or "Luce's choice axiom", providing a stochastic generalization of Arrow's independence of irrelevant alternatives axiom; in short, he invented multinomial logit analysis, although he quickly moved on to other things leaving the development to others. Everything built by authors such as 2000 Nobel Laureate Daniel McFadden rests (as he freely admits in his Nobel lecture) on Luce's fundamental contribution. It's really great that it's been made available again at an affordable price, making it possible for those of us who have continuously charged library copies to finally return them!}}, author = {Luce, R. Duncan}, publisher = {Wiley}, title = {Individual Choice Behavior: A theoretical analysis}, year = {1959} } @inproceedings{Cao07, author = {Cao, Z. and Qin, T. and Liu, T. and Tsai, M. and Li, H.}, title = {Learning to rank: from pairwise approach to listwise approach}, booktitle = {ICML}, pages = {129--136}, year = {2007} } @article{Mohan10, author={A. Mohan and Z. Chen and K. Weinberger}, journal={JMLR: Proceedings of the Yahoo! Learning to Rank Challenge}, title={Web-Search Ranking with Initialized Gradient Boosted Regression Trees}, publisher={MIT Press}, volume={14}, pages={77-89}, year={2011} } @incollection{liping08, title = {McRank: Learning to Rank Using Multiple Classification and Gradient Boosting}, author = {P. Li and C. Burges and Q. Wu}, booktitle = {Advances in Neural Information Processing Systems}, editor = {J.C. Platt and D. Koller and Y. Singer and S. Roweis}, publisher = {MIT Press}, pages = {897--904}, year = {2008} } @article{gomes_2013, author = {G. Gomes and V. Oliveira and J. de Almeida and M. Gon\c{c}alves}, title = {Is Learning to Rank Worth It? A Statistical Analysis of Learning to Rank Methods}, journal = {JIDM}, volume = {4}, year = {2013} } @inproceedings{faria_mir2010, author = {Faria, F. and Veloso, A. and Almeida, H. and Valle, E. and Torres, R. and Gon\c{c}alves, M. and Meira, W.}, title = {Learning to rank for content-based image retrieval}, booktitle = {MIR}, pages = {285--294}, year = {2010} } @article{Chapelle11, author = {Chapelle, O. and Chang, Y.}, journal = {Journal of Machine Learning Research}, pages = {1-24}, title = {Yahoo! Learning to Rank Challenge Overview.}, volume = 14, year = 2011 } @incollection{Burgers07, title = {Learning to Rank with Nonsmooth Cost Functions}, author = {C. Burges and R. Ragno and Q. Le}, booktitle = {Advances in Neural Information Processing Systems}, publisher = {MIT Press}, pages = {193--200}, year = {2007} } @inproceedings{Donmez09, author = {Donmez, P. and Svore, K. and Burges, C.}, title = {On the local optimality of LambdaRank}, booktitle = {SIGIR}, year = {2009} } @article{Freund03, author = {Freund, Y. and Iyer, R. and Schapire, R. and Singer, Y.}, title = {An efficient boosting algorithm for combining preferences}, journal = {J. Mach. Learn. Res.}, volume = {4}, year = {2003}, issn = {1532-4435}, pages = {933--969} } @article{Wu10, author = {Wu, Q. and Burges, C. and Svore, K. and Gao, J.}, title = {Adapting boosting for information retrieval measures}, journal = {Inf. Retr.}, volume = {13}, number = {3}, year = {2010}, pages = {254--270} } @ARTICLE{Friedman00, author = {J. Friedman}, title = {Greedy Function Approximation: A Gradient Boosting Machine}, journal = {Annals of Statistics}, year = {2000}, volume = {29}, pages = {1189--1232} } @article{QinLL10, author = {T. Qin and T.-Y. Liu and H. Li}, title = {{A General Approximation Framework for Direct Optimization of Information Retrieval Measures}}, journal = {Information Retrieval}, volume = {13}, number = {4}, year = {2010} } @inproceedings{yin2011temporal, title={Temporal dynamics of user interests in tagging systems}, author={Yin, D. and Hong, L. and Xue, Z. and Davison, B.}, booktitle={AAAI}, year={2011} } @inproceedings{zhang_apweb2012, author = {Zhang, Lei and Tang, Jian and Zhang, Ming}, title = {Integrating temporal usage pattern into personalized tag prediction}, booktitle = {APWeb}, year = {2012} } @inproceedings{yin_wsdm2013, author = {Dawei Yin and Shengbo Guo and Boris Chidlovskii and Brian D.Davison and Cedric Archambeau and Guillaume Bouchard}, title = {Connecting Comments and Tags: Improved Modeling of Social Tagging Systems}, booktitle = {WSDM}, pages = {547--556}, year = {2013} } @inproceedings{zhang_wsdm2012, author = {Zhang, Haipeng and Korayem, Mohammed and You, Erkang and Crandall, David J.}, title = {Beyond co-occurrence: discovering and visualizing tag relationships from geo-spatial and temporal similarities}, booktitle = {WSDM}, year = {2012}, location = {Seattle, Washington, USA} } @inproceedings{lin_cikm2012, author = {Lin, Zijia and Ding, Guiguang and Hu, Mingqing and Wang, Jianmin and Sun, Jiaguang}, title = {Automatic image annotation using tag-related random search over visual neighbors}, booktitle = {CIKM}, year = {2012}, pages = {1784--1788} } @inproceedings{belem_ecir2013, author = {F. Bel\'{e}m and E. Martins and J. Almeida and M. Gon\c{c}alves}, title = {Exploiting Novelty and Diversity in Tag Recommendation}, booktitle = {ECIR}, year = {2013}, pages={380-391} } @inproceedings{belem_sigir2011, Author = {F. Bel\'{e}m and E. Martins and T. Pontes and J. Almeida and M. Gon\c{c}alves}, Booktitle = {SIGIR}, Title = {{Associative Tag Recommendation Exploiting Multiple Textual Features}}, Year = {2011}, pages = {1033--1042} } @article{IPM_flavio, Author = {F. Figueiredo and F. Bel{\'e}m and H. Pinto and J. Almeida and M. Gon\c{c}alves}, Journal = {IP\&M}, Title = {Assessing the Quality of Textual Features in Social Media}, volume = {49}, number = {1}, year = {2013}, pages = {222--247}} @article{siersdorfer_2011, author = {J. San Pedro and S. Siersdorfer and M. Sanderson}, title = {{Content Redundancy in YouTube and its Application to Video Tagging}}, journal = {ACM Trans. Inf. Syst.}, volume = {29}, issue = {3}, year = {2011}, pages = {13:1--13:31}, } @inproceedings{feng_kdd2012, author = {Feng, W. and Wang, J.}, title = {Incorporating Heterogeneous Information for Personalized Tag Recommendation in Social Tagging Systems}, booktitle = {KDD}, year = {2012}, pages = {1276--1284} } @article{lipczak11, author = {Lipczak, M. and Milios, E.}, title = {Efficient Tag Recommendation for Real-Life Data}, journal = {ACM Trans. Intell. Syst. Technol.}, volume = {3}, number = {1}, year = {2011}, pages = {2:1--2:21} } @article{benz2010social, address = {Berlin / Heidelberg}, author = {Benz, D. and Hotho, A. and Jaschke, R. and Krause, B. and Mitzlaff, F. and Schmitz, C. and Stumme, G.}, journal = {VLDB}, number = 6, pages = {849--875}, publisher = {Springer}, title = {The Social Bookmark and Publication Management System BibSonomy}, volume = 19, year = 2010 } @article{QinLL10, author = {T. Qin and T.-Y. Liu and H. Li}, title = {{A General Approximation Framework for Direct Optimization of Information Retrieval Measures}}, journal = {Information Retrieval}, volume = {13}, number = {4}, year = {2010}, pages = {375--397}, publisher = {Kluwer Academic Publishers}, address = {Hingham, MA, USA} } @book{MIR, author = {R. Baeza-Yates and B. Ribeiro-Neto}, title = {{Modern Information Retrieval}}, year = {1999}, publisher = {Addison-Wesley}, address = {Boston, MA, USA} } @article{zhang2009tag, title={{A Tag Recommendation System Based on Contents}}, author={Zhang, N. and Zhang, Y. and Tang, J.}, journal={PKDD }, year = {2009} } @misc{what_is, Author = {Tim O'Reilly}, Key = {What Is Web 2.0}, Month = {September}, Title = {What Is Web 2.0. \\ http://oreilly.com/pub/a/web2/archive/what-is-web-20.html}, Year = {2005}} @article{boll, Address = {Los Alamitos, CA, USA}, Author = {S. Boll}, Doi = {http://dx.doi.org/10.1109/MMUL.2007.17}, Issn = {1070-986X}, Journal = {IEEE MultiMedia}, Number = {1}, Publisher = {IEEE Computer Society Press}, Title = {{MultiTube--Where Web 2.0 And Multimedia Could Meet}}, Volume = {14}, Year = {2007}, Bdsk-Url-1 = {http://dx.doi.org/10.1109/MMUL.2007.17}} @misc{coms, Author = {Comscore}, Title = {Comscore: US Streaming Video Market Overview}, Url = {http://www.comscore.com/press/release.asp?press=1264}, Year = {2007}, Bdsk-Url-1 = {http://www.comscore.com/press/release.asp?press=1264}} @misc{nivio, Author = {Nivio Ziviani}, Title = {Spidering}, Url = {http://homepages.dcc.ufmg.br/~nivio/cursos/ri08/transp/spidering.pdf}, Bdsk-Url-1 = {http://homepages.dcc.ufmg.br/~nivio/cursos/ri08/transp/spidering.pdf}} @misc{golder, Abstract = {Collaborative tagging describes the process by which many users add metadata in the form of keywords to shared content. Recently, collaborative tagging has grown in popularity on the web, on sites that allow users to tag bookmarks, photographs and other content. In this paper we analyze the structure of collaborative tagging systems as well as their dynamical aspects. Specifically, we discovered regularities in user activity, tag frequencies, kinds of tags used, bursts of popularity in bookmarking and a remarkable stability in the relative proportions of tags within a given url. We also present a dynamical model of collaborative tagging that predicts these stable patterns and relates them to imitation and shared knowledge.}, Author = {Scott Golder and Bernardo A. Huberman}, Citeulike-Article-Id = {305755}, Eprint = {cs.DL/0508082}, Keywords = {collaborative-tagging, next-generation}, Month = {Aug}, Posted-At = {2008-05-02 20:07:45}, Priority = {2}, Title = {The Structure of Collaborative Tagging Systems}, Url = {http://arxiv.org/abs/cs.DL/0508082}, Year = {2005} } @inproceedings{liwww2008, author = {X. Li and L. Guo and Y. E. Zhao}, title = {Tag-based Social Interest Discovery}, booktitle = {WWW}, year = {2008}, pages = {675--684} } @article{garciamolina, Abstract = {Collaborative tagging systems -- systems where many casual users annotate objects with free-form strings (tags) of their choosing -- have recently emerged as a powerful way to label and organize large collections of data. During our recent investigation into these types of systems, we discovered a simple but remarkably effective algorithm for converting a large corpus of tags annotating objects in a tagging system into a navigable hierarchical taxonomy of tags. We firrst discuss the algorithm and then present a preliminary model to explain why it is so effective in these types of systems.}, Author = {Paul Heymann and Hector Garcia-Molina}, Citeulike-Article-Id = {635808}, Institution = {Stanford University}, Journal = {Stanford InfoLab Technical Report}, Keywords = {tagging}, Number = {2006-10}, Organization = {Department of Computer Science}, Posted-At = {2006-08-22 12:59:16}, Title = {Collaborative Creation of Communal Hierarchical Taxonomies in Social Tagging Systems}, Url = {http://heymann.stanford.edu/taghierarchy.html}, Year = {2006}, Bdsk-Url-1 = {http://heymann.stanford.edu/taghierarchy.html}} @inproceedings{david, Author = {David Fernandes and Edleno S. de Moura and Berthier Ribeiro-Neto and Altigran S. da Silva and Marcos Andr\'{e} Gon\c{c}alves}, Booktitle = {CIKM}, Pages = {165--174}, Title = {Computing block importance for searching on web sites}, Year = {2007}} @inproceedings{damme, Author = {Celine van Damme and Martin Hepp and Tanguy Coenen}, Booktitle = {Proceedings of the International Conference on Semantic Systems (I-Semantics 2008)}, Month = {09}, Title = {Quality Metrics for Tags of Broad Folksonomies}, Year = {2008}} @article{goodman61ss, Author = {L. A. Goodman}, Journal = {Annals of Math. Statistics}, Number = {1}, Title = {{Snowball Sampling}}, Volume = {32}, Year = {1961}} @inproceedings{graph_based, Address = {New York, NY, USA}, Author = {Ralitsa Angelova and Gerhard Weikum}, Booktitle = {SIGIR}, Doi = {http://doi.acm.org/10.1145/1148170.1148254}, Isbn = {1-59593-369-7}, Location = {Seattle, Washington, USA}, Pages = {485--492}, Publisher = {ACM}, Title = {Graph-based text classification: learn from your neighbors}, Year = {2006}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1148170.1148254}} @book{intro_svm, Abstract = {This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory. Students will find the book both stimulating and accessible, while practitioners will be guided smoothly through the material required for a good grasp of the theory and its applications. The concepts are introduced gradually in accessible and self-contained stages, while the presentation is rigorous and thorough. Pointers to relevant literature and web sites containing software make it an ideal starting point for further study.}, Author = {Nello Cristianini and John Shawe-Taylor}, Edition = {1}, Howpublished = {Hardcover}, Isbn = {0521780195}, Keywords = {pattern, recognition, regularization, statistical-learning-theory, support, svm, vector}, Month = {March}, Posted-At = {2006-07-12 20:16:52}, Priority = {3}, Publisher = {Cambridge University Press}, Title = {An Introduction to Support Vector Machines and Other Kernel-based Learning Methods}, Year = {2000}} @inproceedings{catherine_marshall, Author = {C. C. Marshall}, Booktitle = {JCDL}, Isbn = {978-1-60558-322-8}, Title = {{No Bull, No Spin: A Comparison Of Tags With Other Forms Of User Metadata}}, Year = {2009}} @article{complex_networks, Author = {M. E. J. Newman}, Journal = {SIAM Review}, Pages = {167--256}, Title = {The Structure and Function of Complex Networks}, Volume = {45}, Year = {2003}} @inproceedings{cai2004bws, Author = {D. Cai and S. Yu and J.-R. Wen and W.-Y. Ma}, Booktitle = {Proc. SIGIR}, Title = {{Block-based Web Search}}, Year = {2004}} @article{jaccard01ecd, Author = {P. Jaccard}, Journal = {Bulletin del la Soci\'{e}t\'{e} Vaudoise des Sciences Naturelles}, Title = {{\'{E}tude Comparative de la Distribution Florale dans une Portion des Alpes et des Jura}}, Volume = {37}, Year = {1901}} @inproceedings{ahn2007atc, Author = {Y.Y. Ahn and S. Han and H. Kwak and S. Moon and H. Jeong}, Booktitle = {Proc. WWW}, Title = {{Analysis of Topological Characteristics of Huge Online Social Networking Services}}, Year = {2007}} @inproceedings{cha2007tyt, Author = {M. Cha and H. Kwak and P. Rodriguez and Y.Y. Ahn and S. Moon}, Booktitle = {Proc. IMC}, Title = {{I tube, you tube, everybody tubes: analyzing the world's largest user generated content video system}}, Year = {2007}} @inproceedings{sigur2008ftr, Author = {B Sigurbjornsson and R. van Zwol}, Booktitle = {WWW}, Title = {{Flickr Tag Recommendation Based On Collective Knowledge}}, Year = {2008}, pages = {327--336}} @inproceedings{gill2007ytc, Author = {P. Gill and M. Arlitt and Z. Li and A. Mahanti}, Booktitle = {Proc. IMC}, Title = {{Youtube traffic characterization: a view from the edge}}, Year = {2007}} @article{vandamme:qmt, Author = {C. {Van Damme} and M. Hepp and T. Coenen}, Title = {{Quality Metrics for Tags of Broad Folksonomies}}} @inproceedings{sen2007qqt, Author = {S. Sen and F.M. Harper and A. LaPitz and J. Riedl}, Booktitle = {Proc. of the Conference on Supporting Group Work}, Title = {{The quest for quality tags}}, Year = {2007}} @misc{alexa, Author = {The Web Information Company Alexa}, Publisher = {Alexa}, Title = {{Alexa Top 500 Sites}}, Url = {\texttt{http://www.alexa.com/site/ds/top_sites}}, Year = {\texttt{http://www.alexa.com/site/ds/top\\\\\\\\\\\\\\_sites}.}, Bdsk-Url-1 = {%5Ctexttt%7Bhttp://www.alexa.com/site/ds/top_sites%7D}} @misc{lipsman2008yt, Author = {A. Lipsman}, Publisher = {ComScore}, Title = {{YouTube Continues to Lead U.S. Online Video Market with 28 Percent Market Share, According to comScore Video Metrix}}, Url = {\texttt{http://www.comscore.com/press/release.asp?press=1929}}, Year = {\texttt{http://www.comscore.com/press/release.asp?press=1929}}, Bdsk-Url-1 = {%5Ctexttt%7Bhttp://www.comscore.com/press/release.asp?press=1929%7D}} @misc{lipsman2006yt, Author = {A. Lipsman}, Publisher = {ComScore}, Title = {{comScore Data Confirms Reports of 100 Million Worldwide Daily Video Streams from YouTube.com in July 2006}}, Url = {http://www.comscore.com/press/release.asp?press=1023}, Year = {\texttt{http://www.comscore.com/press/release.asp?press=1023}}, Bdsk-Url-1 = {http://www.comscore.com/press/release.asp?press=1023}} @inproceedings{mei2007vte, Author = {T. Mei and X.S. Hua and L. Yang and S. Li}, Booktitle = {Proc. ACM Multimedia}, Organization = {ACM Press New York, NY, USA}, Title = {{VideoSense: towards effective online video advertising}}, Year = {2007}} @article{giles2005sri, Author = {J. Giles}, Journal = {Nature}, Number = {15}, Title = {{Special Report: Internet Encyclopedias Go Head to Head}}, Volume = {438}, Year = {2005}} @article{lih2003wpj, Author = {A. Lih}, Journal = {Nature}, Title = {{Wikipedia as Participatory Journalism: Reliable Sources? Metrics for evaluating collaborative media as a news resource}}, Volume = {2004}, Year = {2003}} @inproceedings{vanzwol2007fl, Author = {R. van Zwol}, Booktitle = {Proc. of the IEEE/WIC/ACM Conf. on Web Intelligence}, Title = {{Flickr: Who is Looking?}}, Year = {2007}} @article{golder2006upc, Author = {S.A. Golder and B.A. Huberman}, Journal = {Journal of Information Science}, Number = {2}, Publisher = {CILIP}, Title = {{Usage Patterns of Collaborative Tagging Systems}}, Volume = {32}, Year = {2006}} @inproceedings{mathes2004fcc, Author = {A. Mathes}, Booktitle = {Computer Mediated Communication, LIS590CMC (Doctoral Seminar)}, Organization = {Graduate School of Library and Information Science, University of Illinois Urbana-Champaign}, Title = {{Folksonomies -- Cooperative Classification and Communication Through Shared Metadata}}, Year = {2004}} @inproceedings{li2008tbs, Author = {X. Li and L. Guo and Y.E. Zhao}, Booktitle = {Proc. WWW}, Title = {{Tag-based Social Interest Discovery}}, Year = {2008}} @book{salton1983imr, Author = {G. Salton and MJ McGill}, Publisher = {McGraw-Hill Book Company}, Title = {{Introduction to Modern Retrieval}}, Year = {1983}} @article{santosneto2007cra, Author = {E. Santos-Neto and M. Ripeanu and A. Iamnitchi}, Journal = {Arxiv preprint arXiv:0711.4142}, Title = {{Content Reuse and Interest Sharing in Tagging Communities}}, Year = {2007}} @inproceedings{schenkel2008etk, Author = {R. Schenkel and T. Crecelius and M. Kacimi and S. Michel and T. Neumann and J.X. Parreira and G. Weikum}, Booktitle = {SIGIR}, Title = {{Efficient Top-k Querying Over Social-Tagging Networks}}, Year = {2008}} @inproceedings{song2008rta, Author = {Y. Song and Z. Zhuang and H. Li and Q. Zhao and J. Li and W. Lee and C. Giles}, Booktitle = {SIGIR}, Title = {{Real-Time Automatic Tag Recommendation}}, Year = {2008}} @misc{rotham2007rsju, Author = {Wilson Rotham}, Publisher = {New York Times}, Title = {{A Radio Station Just for You }}, Url = {http://www.nytimes.com/2007/03/29/technology/29basics.html}, Year = {\texttt{http://www.nytimes.com/2007/03/29/technology/29basics.html}}, Year1 = {2007}, Bdsk-Url-1 = {http://www.nytimes.com/2007/03/29/technology/29basics.html}} @article{vanderwal2005eas, Author = {T. {Vander Wal}}, Journal = {Personal InfoCloud.com}, Title = {{Explaining and Showing Broad and Narrow Folksonomies}}, Year = {2005}} @inproceedings{marlow2006ppt, Author = {C. Marlow and M. Naaman and D. Boyd and M. Davis}, Booktitle = {Collaborative Web Tagging Workshop (WWW'06)}, Title = {{Position Paper, Tagging, Taxonomy, Flickr, Article, Toread}}, Year = {2006}} @article{goodman1961ss, Author = {L.A. Goodman}, Journal = {Annals of Math. Statistics}, Title = {{Snowball Sampling}}, Year = {1961}} @article{lee2006sps, Author = {S.H. Lee and P.J. Kim and H. Jeong}, Journal = {Phys. Review E}, Publisher = {APS}, Title = {{Statistical properties of sampled networks}}, Year = {2006}} @inproceedings{suchanek2007WWW, Author = {Fabian M. Suchanek and Gjergji Kasneci and Gerhard Weikum}, Booktitle = {Proc. WWW}, Title = {{Yago: A Core of Semantic Knowledge}}, Year = {2007}} @book{jain1991acs, Author = {R. Jain}, Publisher = {Wiley}, Title = {{The art of computer systems performance analysis}}, Year = {1991}} @inproceedings{suchanek2008stm, Author = {F.M. Suchanek and M. Vojnovic and D. Gunawardena}, Booktitle = {Proc. CIKM}, Title = {{Social Tags: Meaning and Suggestions}}, Year = {2008}} @inproceedings{bischoff2008cts, Author = {K. Bischoff and F. Claudiu-S and N. Wolfgang and P. Raluca}, Booktitle = {Proc. CIKM}, Title = {{Can All Tags Be Used for Search?}}, Year = {2008}} @inproceedings{koutrika2007cst, Author = {G. Koutrika and F.A. Effendi and Z. Gy{\"o}ngyi and P. Heymann and H. Garcia-Molina}, Booktitle = {Proc. AIRWeb}, Title = {{Combating Spam in Tagging Systems}}, Year = {2007}} @article{koutrika2008, Address = {New York, NY, USA}, Author = {G. Koutrika and F. A. Effendi and Z. Gy{\"o}ngyi and P. Heymann and H. Garcia-Molina}, Doi = {http://doi.acm.org/10.1145/1409220.1409225}, Issn = {1559-1131}, Journal = {ACM Trans. Web}, Number = {4}, Publisher = {ACM}, Title = {{Combating Spam In Tagging Systems: An Evaluation}}, Volume = {2}, Year = {2008}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1409220.1409225}} @inproceedings{baluja2008vsa, Author = {S. Baluja and R. Seth and D. Sivakumar and Y. Jing and J. Yagnik and S. Kumar and D. Ravichandran and M. Aly}, Booktitle = {Proc. WWW}, Title = {{Video suggestion and discovery for youtube: taking random walks through the view graph}}, Year = {2008}} @article{boll2007mwa, Author = {S. Boll}, Journal = {IEEE Multimedia}, Number = {1}, Title = {{MultiTube--Where Web 2.0 and Multimedia Could Meet}}, Volume = {14}, Year = {2007}} @misc{sahuguet2007, Author = {A. Sahuguet and A. Bezman}, Publisher = {Google Blog}, Title = {{{\"I}n their own words\": political videos meet Google speech-to-text technology}}, Url = {http://googleblog.blogspot.com/2008/07/in-their-own-words-political-videos.html}, Year = {\texttt{http://googleblog.blogspot.com/2008/07/in-their-own-words-political-videos.html}. Accessed on October 2008}, Year1 = {2008}, Bdsk-Url-1 = {http://googleblog.blogspot.com/2008/07/in-their-own-words-political-videos.html}} @inproceedings{fernandes2007cbi, Author = {D. Fernandes and E.S. de Moura and B. Ribeiro-Neto and A.S. da Silva and M.A. Gon\c{c}alves}, Booktitle = {Proc. CIKM}, Title = {{Computing Block Importance for Searching on Web Sites}}, Year = {2007}} @article{benevenuto2008ivs, Author = {F. Benevenuto and T. Rodrigues and V. Almeida and J. Almeida and C. Zhang and K. Ross}, Booktitle = {Proc. AIRWeb}, Title = {{Identifying Video Spammers in Online Social Networks}}, Year = {2008}} @article{benevenuto2008uvi, Author = {F. Benevenuto and F. Duarte and T. Rodrigues and V. Almeida and J. Almeida and K. Ross}, Booktitle = {Proc. of ACM Multimedia)}, Title = {{Understanding Video Interactions in YouTube}}, Year = {2008}} @inproceedings{agichtein2008fhq, Author = {E. Agichtein and C. Castillo and D. Donato and A. Gionis and G. Mishne}, Booktitle = {Proc. WSDM}, Title = {{Finding High-Quality Content in Social Media}}, Year = {2008}} @article{mehta2007aag, Author = {A. Mehta and A. Saberi and U. Vazirani and V. Vazirani}, Publisher = {ACM Press New York, NY, USA}, Title = {{AdWords and generalized online matching}}, Year = {2007}} @article{friedman2002sgb, Author = {J.H. Friedman}, Journal = {Computational Statistics and Data Analysis}, Number = {4}, Publisher = {Elsevier}, Title = {{Stochastic gradient boosting}}, Volume = {38}, Year = {2002}} @inproceedings{rui1997rfa, Author = {Y. Rui and T.S. Huang and S. Mehrotra and M. Ortega}, Booktitle = {Proc. CBAIVL}, Title = {{A relevance feedback architecture for content-based multimedia information retrieval systems}}, Year = {1997}} @article{smeulders2000cbi, Author = {A.W.M. Smeulders and M. Worring and S. Santini and A. Gupta and R. Jain}, Journal = {IEEE TPAMI}, Publisher = {IEEE Computer Society Washington, DC, USA}, Title = {{Content-Based Image Retrieval at the End of the Early Years}}, Year = {2000}} @book{fellbaum1998wel, Author = {C. Fellbaum and I. NetLibrary}, Publisher = {MIT Press USA}, Title = {{WordNet: An Electronic Lexical Database}}, Year = {1998}} @inproceedings{white2007sup, Author = {R.W. White and M. Bilenko and S. Cucerzan}, Booktitle = {Proc. SIGIR}, Title = {{Studying the use of popular destinations to enhance web search interaction}}, Year = {2007}} @inproceedings{mei2007vcv, Author = {T. Mei and L. Yang and X.S. Hua and H. Wei and S. Li}, Booktitle = {Proc. ACM Multimedia}, Title = {{VideoSense: a Contextual Video Advertising System}}, Year = {2007}} @inproceedings{rege2008gtf, Author = {M. Rege and M. Dong and J. Hua}, Booktitle = {Proc. WWW}, Title = {{Graph Theoretical Framework for Simultaneously Integrating Visual and Textual Features for Efficient Web Image Clustering}}, Year = {2008}} @inproceedings{rege2007cwi, Author = {M. Rege and M. Dong and J. Hua}, Booktitle = {Proc. ACM Multimedia}, Title = {{Clustering web images with multi-modal features}}, Year = {2007}} @inproceedings{bian2008fbv, Author = {J. Bian and Y. Liu and E. Agichtein and H. Zha}, Booktitle = {Proc. AIRWeb}, Title = {{A Few Bad Votes Too Many? Towards Robust Ranking in Social Media}}, Year = {2008}} @inproceedings{jeon2006fpq, Author = {J. Jeon and W.B. Croft and J.H. Lee and S. Park}, Booktitle = {Proc. SIGIR}, Title = {{A Framework to Predict the Quality of Answers with Non-textual Features}}, Year = {2006}} @inproceedings{ulges2007cbv, Author = {A. Ulges and C. Schulze and D. Keysers and T.M. Breuel}, Booktitle = {MUSCLE/Image-CLEF Workshop}, Organization = {Budapest}, Title = {{Content-Based Video Tagging for Online Video Portals}}, Year = {2007}} @inproceedings{schmitz2006iof, Author = {P. Schmitz}, Booktitle = {Collaborative Web Tagging Workshop (WWW'06)}, Title = {{Inducing ontology from flickr tags}}, Year = {2006}} @article{staab2005sna, Author = {S. Staab and P. Domingos and P. Mika and J. Golbeck and L. Ding and T. Finin and A. Joshi and A. Nowak and R.R. Vallacher}, Journal = {IEEE Intel. Systems}, Number = {1}, Publisher = {IEEE Educational Activities Department Piscataway, NJ, USA}, Title = {{Social Networks Applied}}, Volume = {20}, Year = {2005}} @article{chun2003pot, Author = {B. Chun and D. Culler and T. Roscoe and A. Bavier and L. Peterson and M. Wawrzoniak and M. Bowman}, Journal = {ACM SIGCOMM Comp. Comm. Rev.}, Number = {3}, Publisher = {ACM New York, NY, USA}, Title = {{PlanetLab: an overlay testbed for broad-coverage services}}, Volume = {33}, Year = {2003}} @article{newman2003saf, Author = {MEJ Newman}, Journal = {Arxiv preprint cond-mat/0303516}, Title = {{The structure and function of complex networks}}, Year = {2003}} @article{vonluxburg2007tsc, Author = {U. von Luxburg}, Journal = {Statistics and Computing}, Number = {4}, Publisher = {Springer}, Title = {{A tutorial on spectral clustering}}, Volume = {17}, Year = {2007}} @inproceedings{andrade2008sra, Author = {N. Andrade and E. Santos-Neto and F. Brasileiro}, Booktitle = {8th Int'l Conference on Peer-to-Peer Computing}, Title = {{Scalable Resource Annotation in Peer-to-Peer Grids}}, Year = {2008}} @article{leskovec2008spc, Author = {J. Leskovec and K.J. Lang and A. Dasgupta and M.W. Mahoney}, Booktitle = {Proc. WWW}, Title = {{Statistical properties of community structure in large social and information networks}}, Year = {2008}} @inproceedings{bayardo2007sua, Author = {R.J. Bayardo and Y. Ma and R. Srikant}, Booktitle = {Proc. WWW}, Title = {{Scaling up all pairs similarity search}}, Year = {2007}} @article{fan2008lll, Author = {R.E. Fan and K.W. Chang and C.J. Hsieh and X.R. Wang and C.J. Lin}, Journal = {J. of Mach. Learn. Res.}, Title = {{LIBLINEAR: A Library for Large Linear Classification}}, Volume = {9}, Year = {2008}} @inproceedings{mishne2005bbs, Author = {G. Mishne and D. Carmel and R. Lempel}, Booktitle = {Proc. AIRWeb}, Title = {{Blocking blog spam with language model disagreement}}, Year = {2005}} @inproceedings{mishne2006lra, Author = {G. Mishne and N. Glance}, Booktitle = {Proc. Workshop on Weblogging Ecosystem (WWW'06)}, Title = {{Leave a reply: An analysis of weblog comments}}, Year = {2006}} @article{mishne2007ubp, Author = {G. Mishne}, Journal = {Proc. of ICWSM 2007}, Title = {{Using blog properties to improve retrieval}}, Year = {2007}} @inproceedings{yang97, Author = {Y. Yang and J. O. Pedersen}, Booktitle = {Proc. ICML}, Title = {{A Comparative Study on Feature Selection in Text Categorization}}, Year = {1997}} @article{liblinear, Journal = {J. Mach. Learn. Res.}, Keywords = {papers\_cosmic, support\_vector\_machines}, Pages = {1871--1874}, Publisher = {MIT Press}, Title = {LIBLINEAR: A Library for Large Linear Classification}, Volume = {9}, Year = {2008}} @article{sebastiani2002mla, Author = {F. Sebastiani}, Journal = {ACM computing surveys (CSUR)}, Number = {1}, Pages = {1--47}, Publisher = {ACM New York, NY, USA}, Title = {{Machine learning in automated text categorization}}, Volume = {34}, Year = {2002}} @inproceedings{ramage2009ctw, Author = {D. Ramage and P. Heymann and C. Manning and H. G.-Molina}, Booktitle = {WSDM}, Title = {{Clustering The Tagged Web}}, Year = {2009}} @inproceedings{chen2009img, Author = {L. Chen and P. Wright and W. Nejdl}, Booktitle = {WSDM}, Title = {{Improving music genre classification using collaborative tagging data}}, Year = {2009}} @article{haveliwala2002ess, Author = {T.H. Haveliwala and A. Gionis and D. Klein and P. Indyk}, Booktitle = {WWW'02}, Title = {{Evaluating strategies for similarity search on the web}}, Year = {2002}} @inproceedings{dannenberg2001pnd, Author = {R. Dannenberg and J. Foote and G. Tzanetakis and C. Weare}, Booktitle = {Proc. of the Intl. Computer Music Conference}, Title = {{Panel: New directions in music information retrieval}}, Year = {2001}} @article{marshall2009nbn, Author = {C.C. Marshall}, Booktitle = {Proc. JCDL}, Organization = {ACM New York, NY, USA}, Title = {{No Bull, No Spin: A comparison of tags with other forms of user metadata}}, Year = {2009}} @inproceedings{sanpedro2009rac, Author = {J. {San Pedro} and S. Siersdorfer}, Booktitle = {WWW}, Title = {{Ranking and classifying attractiveness of photos in folksonomies}}, Year = {2009}} @inproceedings{joachims1998tcs, Author = {T. Joachims and C. Nedellec and C. Rouveirol}, Booktitle = {Europ. Conf. on Machine Learning}, Organization = {Springer}, Title = {{Text categorization with support vector machines: learning with many relevant}}, Year = {1998}} @article{knn, Address = {New York, NY, USA}, Author = {Li Baoli and Lu Qin and Yu Shiwen}, Doi = {http://doi.acm.org/10.1145/1039621.1039623}, Issn = {1530-0226}, Journal = {ACM Transactions on Asian Language Information Processing (TALIP)}, Number = {4}, Pages = {215--226}, Publisher = {ACM}, Title = {An adaptive k-nearest neighbor text categorization strategy}, Volume = {3}, Year = {2004}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1039621.1039623}} @article{bao-social, Author = {S. Bao and B. Yang and B. Fei and S. Xu and Z. Su and Y. Yu}, Journal = {World Wide Web}, Pages = {1--22}, Publisher = {Springer}, Title = {Social Propagation: Boosting Social Annotations for Web Mining}} @inproceedings{cikm, Author = {F. Figueiredo and F. Belem and H. Pinto and J. Almeida and M. Gon\c{c}alves and D. Fernandes and E. Moura and M. Cristo}, Booktitle = {CIKM}, Title = {{Evidence Of Quality Of Textual Features On The Web 2.0}}, Year = {2009}} @inproceedings{chakrabarti, Address = {New York, NY, USA}, Author = {Soumen Chakrabarti and Byron Dom and Piotr Indyk}, Booktitle = {SIGMOD '98: Proceedings of the 1998 ACM SIGMOD international conference on Management of data}, Doi = {http://doi.acm.org/10.1145/276304.276332}, Isbn = {0-89791-995-5}, Location = {Seattle, Washington, United States}, Pages = {307--318}, Publisher = {ACM}, Title = {Enhanced hypertext categorization using hyperlinks}, Year = {1998}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/276304.276332}} @inproceedings{kdd09_yin, Author = {Z. Yin and R. Li and Q. Mei and J. Han}, Booktitle = {KDD}, Title = {Exploring social tagging graph for web object classification}, Year = {2009}} @article{sebastiani, Address = {New York, NY, USA}, Author = {Fabrizio Sebastiani}, Doi = {http://doi.acm.org/10.1145/505282.505283}, Issn = {0360-0300}, Journal = {ACM Comput. Surv.}, Number = {1}, Pages = {1--47}, Publisher = {ACM}, Title = {Machine learning in automated text categorization}, Volume = {34}, Year = {2002}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/505282.505283}} @article{guyon, Address = {Cambridge, MA, USA}, Author = {Isabelle Guyon and Andr\'{e} Elisseeff}, Issn = {1533-7928}, Journal = {J. Mach. Learn. Res.}, Pages = {1157--1182}, Publisher = {MIT Press}, Title = {An introduction to variable and feature selection}, Volume = {3}, Year = {2003}} @misc{tutorial_pca, Address = {Center for Neural Science, New York University}, Author = {Jonathon Shlens}, Title = {A tutorial on Principal Component Analysis}, Url = {www.snl.salk.edu/~shlens/pub/notes/pca.pdf}, Year = {2009}, Bdsk-Url-1 = {www.snl.salk.edu/~shlens/pub/notes/pca.pdf}} @article{pca_lda, Address = {Washington, DC, USA}, Author = {Aleix M. Mart\'{i}nez and Avinash C. Kak}, Doi = {http://dx.doi.org/10.1109/34.908974}, Issn = {0162-8828}, Journal = {IEEE Trans. Pattern Anal. Mach. Intell.}, Number = {2}, Pages = {228--233}, Publisher = {IEEE Computer Society}, Title = {PCA versus LDA}, Volume = {23}, Year = {2001}, Bdsk-Url-1 = {http://dx.doi.org/10.1109/34.908974}} @book{mclachlan2004discriminant, Author = {G.J. McLachlan}, Publisher = {Wiley-IEEE}, Title = {{Discriminant analysis and statistical pattern recognition}}, Year = {2004}} @inproceedings{yang_fs, Address = {San Francisco, CA, USA}, Author = {Yiming Yang and Jan O. Pedersen}, Booktitle = {ICML '97: Proceedings of the Fourteenth International Conference on Machine Learning}, Isbn = {1-55860-486-3}, Pages = {412--420}, Publisher = {Morgan Kaufmann Publishers Inc.}, Title = {A Comparative Study on Feature Selection in Text Categorization}, Year = {1997}} @inproceedings{lipczak2008tag, Author = {M. Lipczak}, Booktitle = {PKDD}, Title = {{Tag Recommendation For Folksonomies Oriented Towards Individual Users}}, Year = {2008}} @inproceedings{sigir09_guan, Author = {Z. Guan and J. Bu and Q. Mei and C. Chen and C. Wang}, Booktitle = {SIGIR}, Title = {{Personalized Tag Recommendation Using Graph-Based Ranking On Multi-Type Interrelated Objects}}, Year = {2009}} @inproceedings{Xu2006, Abstract = {Content organization over the Internet went through several interesting phases of evolution: from structured directories to unstructured Web search engines and more recently, to tagging as a way for aggregating information, a step towards the semantic web vision. Tagging allows ranking and data organization to directly utilize inputs from end users, enabling machine processing of Web content. Since tags are created by individual users in a free form, one important problem facing tagging is to identify most appropriate tags, while eliminating noise and spam. For this purpose, we define a set of general criteria for a good tagging system. These criteria include high coverage of multiple facets to ensure good recall, least effort to reduce the cost involved in browsing, and high popularity to ensure tag quality. We propose a collaborative tag suggestion algorithm using these criteria to spot high-quality tags. The proposed algorithm employs a goodness measure for tags derived from collective user authorities to combat spam. The goodness measure is iteratively adjusted by a reward-penalty algorithm, which also incorporates other sources of tags, e.g., content-based auto-generated tags. Our experiments based on My Web 2.0 show that the algorithm is effective.}, Author = {Z. Xu and Y. Fu and J. Mao and D. Su}, Booktitle = {WWW}, Title = {{Towards The Semantic Web: Collaborative Tag Suggestions}}, Year = {2006}} @inproceedings{koutrika07, Author = {Georgia Koutrika and Frans Adjie Effendi and Zolt\'{a}n Gy\"{o}ngyi and Paul Heymann and Hector Garcia-Molina}, Booktitle = {AIRWeb}, Pages = {57--64}, Title = {Combating spam in tagging systems}, Year = {2007}} @article{luxburg_spectral, Address = {Hingham, MA, USA}, Author = {Ulrike Luxburg}, Doi = {http://dx.doi.org/10.1007/s11222-007-9033-z}, Issn = {0960-3174}, Journal = {Statistics and Computing}, Number = {4}, Pages = {395--416}, Publisher = {Kluwer Academic Publishers}, Title = {A tutorial on spectral clustering}, Volume = {17}, Year = {2007}, Bdsk-Url-1 = {http://dx.doi.org/10.1007/s11222-007-9033-z}} @inproceedings{www09_bian, Address = {New York, NY, USA}, Author = {Jiang Bian and Yandong Liu and Ding Zhou and Eugene Agichtein and Hongyuan Zha}, Booktitle = {WWW '09: Proceedings of the 18th international conference on World wide web}, Doi = {http://doi.acm.org/10.1145/1526709.1526717}, Isbn = {978-1-60558-487-4}, Location = {Madrid, Spain}, Pages = {51--60}, Publisher = {ACM}, Title = {Learning to recognize reliable users and content in social media with coupled mutual reinforcement}, Year = {2009}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1526709.1526717}} @inproceedings{david, Address = {New York, NY, USA}, Author = {David Fernandes and Edleno S. de Moura and Berthier Ribeiro-Neto and Altigran S. da Silva and Marcos Andr\'{e} Gon\c{c}alves}, Booktitle = {CIKM '07}, Doi = {http://doi.acm.org/10.1145/1321440.1321466}, Isbn = {978-1-59593-803-9}, Location = {Lisbon, Portugal}, Pages = {165--174}, Publisher = {ACM}, Title = {Computing block importance for searching on web sites}, Year = {2007}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1321440.1321466}} @book{gp, Address = {New York, NY, USA}, Isbn = {3-540-42451-2}, Publisher = {Springer-Verlag New York, Inc.}, Title = {Foundations of genetic programming}, Year = {2002}} @article{google, Address = {Amsterdam, The Netherlands, The Netherlands}, Author = {Sergey Brin and Lawrence Page}, Doi = {http://dx.doi.org/10.1016/S0169-7552(98)00110-X}, Issn = {0169-7552}, Journal = {Comput. Netw. ISDN Syst.}, Number = {1-7}, Pages = {107--117}, Publisher = {Elsevier Science Publishers B. V.}, Title = {The anatomy of a large-scale hypertextual Web search engine}, Volume = {30}, Year = {1998}, Bdsk-Url-1 = {http://dx.doi.org/10.1016/S0169-7552(98)00110-X}} @inproceedings{konstas, Author = {I. Konstas and V. Stathopoulos and J. Jose}, Booktitle = {SIGIR}, Title = {{On Social Networks And Collaborative Recommendation}}, Year = {2009}} @inproceedings{ma_social_trust, Author = {H. Ma and I. King and M. Lyu}, Booktitle = {SIGIR}, Title = {{Learning To Recommend With Social Trust Ensemble}}, Year = {2009}} @inproceedings{garg2008, Author = {N. Garg and I. Weber}, Booktitle = {RecSys}, Title = {{Personalized, Interactive Tag Fecommendation For Flickr}}, Year = {2008}} @book{Poli2008FieldGuideToGP, Abstract = {Genetic programming (GP) is a systematic, domain-independent method for getting computers to solve problems automatically starting from a high-level statement of what needs to be done. Using ideas from natural evolution, GP starts from an ooze of random computer programs, and progressively refines them through processes of mutation and sexual recombination, until high- fitness solutions emerge. All this without the user having to know or specify the form or structure of solutions in advance. GP has generated a plethora of human-competitive results and applications, including novel scientific discoveries and patentable inventions. This unique overview of this exciting technique is written by three of the most active scientists in GP. See www.gp- field-guide.org.uk for more information on the book.}, Author = {R. Poli and W. Langdon and N. Mcphee}, Citeulike-Article-Id = {4388203}, Citeulike-Linkout-0 = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/1409200736}, Citeulike-Linkout-1 = {http://www.amazon.de/exec/obidos/redirect?tag=citeulike01-21\&path=ASIN/1409200736}, Citeulike-Linkout-2 = {http://www.amazon.fr/exec/obidos/redirect?tag=citeulike06-21\&path=ASIN/1409200736}, Citeulike-Linkout-3 = {http://www.amazon.jp/exec/obidos/ASIN/1409200736}, Citeulike-Linkout-4 = {http://www.amazon.co.uk/exec/obidos/ASIN/1409200736/citeulike00-21}, Citeulike-Linkout-5 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20\&path=ASIN/1409200736}, Citeulike-Linkout-6 = {http://www.worldcat.org/isbn/1409200736}, Citeulike-Linkout-7 = {http://books.google.com/books?vid=ISBN1409200736}, Citeulike-Linkout-8 = {http://www.amazon.com/gp/search?keywords=1409200736\&index=books\&linkCode=qs}, Citeulike-Linkout-9 = {http://www.librarything.com/isbn/1409200736}, Day = {26}, Howpublished = {Paperback}, Isbn = {1409200736}, Keywords = {evolution, genetic, gp, graph, programming}, Month = {March}, Posted-At = {2009-04-28 14:39:55}, Priority = {2}, Publisher = {Lulu Enterprises, UK Ltd}, Title = {A Field Guide to Genetic Programming}, Url = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20&path=ASIN/1409200736}, Year = {2008}, Bdsk-Url-1 = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20&path=ASIN/1409200736}} @book{gp, Address = {New York, NY, USA}, Isbn = {3-540-42451-2}, Publisher = {Springer-Verlag New York, Inc.}, Title = {Foundations of genetic programming}, Year = {2002}} @inproceedings{adrianov, Author = {Adriano Veloso and Wagner {Meira Jr.} and Mohammed J. Zaki}, Booktitle = {ICDM}, Title = {Lazy Associative Classification}, Year = {2006}} @inproceedings{heymann_sigir08, Author = {P. Heymann and D. Ramage and H. Garcia-Molina}, Booktitle = {SIGIR}, Title = {{Social Tag Prediction}}, Year = {2008}, pages = {531--538}} @inproceedings{porter, Author = {M. F. Porter}, Booktitle = {{Readings In Information Retrieval}}, Title = {{An Algorithm For Suffix Stripping}}, Year = {1997}} @inproceedings{agrawal_assoc_rule, Author = {Rakesh Agrawal and Tomasz Imieli\'{n}ski and Arun Swami}, Booktitle = {SIGMOD}, Isbn = {0-89791-592-5}, Title = {Mining association rules between sets of items in large databases}, Year = {1993}} @inproceedings{agrawal1994fast, Author = {R. Agrawal and R. Srikant}, Booktitle = {VLDB}, Title = {{Fast Algorithms For Mining Association Rules}}, Year = {1994}} @inproceedings{webmedia09, Author = {F. Figueiredo and F. Belem and H. Pinto and J. Almeida and M. Gon\c{c}alves and D. Fernandes and E. Moura and M. Cristo}, Booktitle = {WebMedia}, Title = {Caracterizando o Uso e a Qualidade de Atributos Textuais em Aplica\c{c}{\~o}es da Web 2.0}, Year = {2009}} @inproceedings{wu_www09, Author = {L. Wu and L. Yang and N. Yu and X. Hua}, Booktitle = {WWW}, Title = {{Learning To Tag}}, pages = {361--370}, Year = {2009}} @inproceedings{krestel_recsys09, Author = {R. Krestel and P. Fankhauser and W. Nejdl}, Booktitle = {RecSys}, Title = {{Latent Dirichlet Allocation For Tag Recommendation}}, Year = {2009}} @inproceedings{siersdorfer_sigir09, Author = {S. Siersdorfer and J. {San Pedro} and M. Sanderson}, Booktitle = {SIGIR}, Title = {{Automatic Video Tagging Using Content Redundancy}}, Year = {2009}} @inproceedings{lu_ijcai09, Author = {Yu-Ta Lu and Shoou-I Yu and Tsung-Chieh Chang and Jane Yung-jen Hsu}, Booktitle = {IJCAI}, Pages = {2064--2069}, Title = {A content-based method to enhance tag recommendation}, Year = {2009}} @book{banzhaf97, Author = {W. Banzhaf and P. Nordin and R. E. Keller and F. D. Francone}, Publisher = {Morgan Kaufmann}, Title = {Genetic Programming -- An Introduction On The Automatic Evolution Of Computer Programs And Its Applications}, Year = {1998}} @inproceedings{jian_rsdc09, Author = {J. Wang and L. Hong and B. D. Davison}, Biburl = {http://www.bibsonomy.org/bibtex/21bc4255882a35050c1e969544fe5f13e/trude}, Booktitle = {PKDD}, Title = {{Tag Recommendation Using Keywords And Association Rules}}, Url = {http://sunsite.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-497/}, Year = {2009}, Bdsk-Url-1 = {http://sunsite.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-497/}} @inproceedings{lipczak09, Author = {M. Lipczak and Y. Hu and Y. Kollet and E. Milios}, Booktitle = {PKDD}, Issn = {1613-0073}, Title = {{Tag Sources For Recommendation In Collaborative Tagging Systems}}, Volume = {497}, Year = {2009}} @inproceedings{ZhangCIKM, Author = {B. Zhang and M. Gon\c{c}alves and W. Fan and Y. Chen and E. A. Fox and P. Calado and M. Cristo}, Doi = {http://doi.acm.org/10.1145/1031171.1031204}, Publisher = {ACM}, Series = {CIKM}, Title = {{Combining Structural And Citation-Based Evidence For Text Classification}}, Year = {2004}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1031171.1031204}} @article{torres, Author = {R. Torres and A. Falc{\~a}o and M. Gon\c{c}alves and J. Papa and B. Zhang and W. Fan and E. A. Fox}, Bibsource = {DBLP, http://dblp.uni-trier.de}, Ee = {http://dx.doi.org/10.1016/j.patcog.2008.04.010}, Journal = {Pattern Recognition}, Number = {2}, Title = {{A Genetic Programming Framework For Content-Based Image Retrieval}}, Volume = {42}, Year = {2009}} @inproceedings{sarwar2001, Author = {Badrul Sarwar and George Karypis and Joseph Konstan and John Riedl}, Booktitle = {WWW}, Pages = {285--295}, Title = {Item-based Collaborative Filtering Recommendation Algorithms}, Year = {2001}} @inproceedings{jaschke07, Author = {R. J{\"a}schke and L. Marinho and A. Hotho and L. Schmidt {- Thieme} and G. Stumme}, Booktitle = {PKDD}, Title = {{Tag Recommendations In Folksonomies}}, Year = 2007 } @inproceedings{menezes2010, Author = {G. Menezes and J. Almeida and F. Bel\'{e}m and M. Gon\c{c}alves and A. Lacerda and E. Moura and G. Pappa and A. Veloso and N. Ziviani}, Booktitle = {PKDD}, Title = {{Demand-Driven Tag Recommendation}}, pages = {402--417}, Year = {2010}} @inproceedings{belem_cikm2010, Author = {F. Bel\'{e}m and E. Martins and J. Almeida and M. Gon\c{c}alves and G. Pappa}, booktitle = {CIKM}, Title = {{Exploiting Co-occurrence and Information Quality Metrics to Recommend Tags in Web 2.0 Applications}}, Year = {2010}, } @inproceedings{belem_webmedia2010, Author = {F. Bel\'{e}m and E. Martins and J. Almeida and M. Gon\c{c}alves and G. Pappa}, Booktitle = {Webmedia}, Title = {Recomenda\c{c}{\~a}o de Tags a Partir de M\'{e}tricas de Qualidade de Atributos Textuais em Aplica\c{c}{\~o}es da Web 2.0}, Year = {2010}} @article{IC, Author = {J. Almeida and M. Gon\c{c}alves and F. Figueiredo and F. Bel\'{e}m and H. Pinto}, Journal = {IEEE Internet Computing}, Number = {6}, Publisher = {Elsevier Science Publishers B. V.}, Title = {{On The Quality Of Information For Web 2.0 Services}}, Volume = {14}, Year = {2010}} @inproceedings{svm, Author = {T. Joachims}, Booktitle = {KDD}, Title = {{Training Linear SVMs In Linear Time}}, pages = {217--226}, Year = {2006}} @inproceedings{pairwise2010, author = {Rendle, Steffen and Schmidt-Thie, Lars}, title = {Pairwise Interaction Tensor Factorization for Personalized Tag Recommendation}, booktitle = {WSDM}, year = {2010}, pages = {81--90}, } @inproceedings{cao_2009, Author = {H. Cao and M. Xie and L. Xue and C. Liu and F. Teng and Y. Huang}, Booktitle = {PKDD}, Title = {{Social Tag Prediction Based On Supervised Ranking Model}}, Year = {2009}, pages = {35--48}} @inbook{hmossri, Author = {H. M. de Almeida and M. A. Gon\c{c}alves and M. Cristo and P. 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