A hybrid approach to item recommendation in folksonomies

Proceedings of the WSDM'2009 ACM Workshop on Exploiting Semantic Annotations in Information Retrieval, ESAIR 2009

Volumn , Issue , 2009, Pages 25-29

  Wetzker, Robert ^a   Umbrath, Winfried ^a   Said, Alan ^a  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

delicious; folksonomies; PLSA; recommendation; tagging

Indexed keywords

DELICIOUS; FOLKSONOMIES; PLSA; RECOMMENDATION; TAGGING;

INFORMATION RETRIEVAL; INFORMATION SERVICES; SEMANTICS; SIGNAL FILTERING AND PREDICTION;

SEMANTIC WEB;

EID: 67650665736     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1506250.1506255     Document Type: Conference Paper

References (17)

1. Rabeeh Abbasi and Steffen Staab, 'Introducing triple play for improved resource retrieval in collaborative tagging systems', in In: Proc. of ECIR'08 Workshop on Exploiting Semantic Annotations in Information Retrieval (ESAIR 2008), (3 2008).
2. Gediminas Adomavicius, Ramesh Sankaranarayanan, Shahana Sen, and Alexander Tuzhilin, 'Incorporating contextual information in recommender systems using a multidimensional approach', ACM Trans. Inf. Syst., 23(1), 103-145, (2005).
3. Gediminas Adomavicius and Alexander Tuzhilin, 'Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions.', IEEE Trans. Knowl. Data Eng., 17(6), 734-749, (2005).
4. J. Arenas-Garćia, A. Meng, K. B. Petersen, T. L. Schiøler, L. K. Hansen, and J. Larsen, 'Unveiling music structure via PLSA similarity fusion', in IEEE International Workshop on Machine Learning for Signal Processing, pp. 419-424. IEEE Press, (aug 2007).
5. David A. Cohn and Thomas Hofmann, 'The missing link - a probabilistic model of document content and hypertext connectivity', in NIPS, eds., Todd K. Leen, Thomas G. Dietterich, and Volker Tresp, pp. 430-436. MIT Press, (2000).
6. Jonathan L. Herlocker, Joseph A. Konstan, Loren G. Terveen, and John T. Riedl, 'Evaluating collaborative filtering recommender systems', ACM Trans. Inf. Syst., 22(1), 5-53, (2004).
7. Paul Heymann, Georgia Koutrika, and Hector Garcia-Molina, 'Can social bookmarking improve web search?', in WSDM '08: Proc. of the int. conf. on Web search and web data mining, pp. 195-206, New York, NY, USA, (2008). ACM.
8. Paul Heymann, Daniel Ramage, and Hector Garcia-Molina, 'Social tag prediction', in SIGIR '08: Proc. of the 31st ann. int. ACM SIGIR conf. on Research and development in information retrieval, pp. 531-538, New York, NY, USA, (2008). ACM.
9. Thomas Hofmann, 'Probabilistic latent semantic analysis', in Proc. of Uncertainty in Artificial Intelligence, UAI'99, (1999).
10. Andreas Hotho, Robert Jäschke, Christoph Schmitz, and Gerd Stumme, 'Information retrieval in folksonomies: Search and ranking', in ESWC, eds., York Sure and John Domingue, volume 4011 of Lecture Notes in Computer Science, pp. 411-426. Springer, (2006). (Pubitemid 44071174)
11. Robert J̈aschke, Leandro Marinho, Andreas Hotho, Lars Schmidt-Thieme, and Gerd Stumme, 'Tag recommendations in folksonomies', in Workshop Proceedings of Lernen - Wissensentdeckung - Adaptivität (LWA 2007), ed., Alexander Hinneburg, pp. 13-20, (sep 2007).
12. Xin Jin, Yanzan Zhou, and Bamshad Mobasher, 'Web usage mining based on probabilistic latent semantic analysis.', in KDD, eds., Won Kim, Ron Kohavi, Johannes Gehrke, and William DuMouchel, pp. 197-205. ACM, (2004). (Pubitemid 40114929)
13. Panagiotis Symeonidis, Alexandros Nanopoulos, and Yannis Manolopoulos, 'Tag recommendations based on tensor dimensionality reduction', in RecSys '08: Proc. of the 2008 ACM conf. on Recommender systems, pp. 43-50, New York, NY, USA, (2008). ACM.
14. Martin Szomszor, Ciro Cattuto, Harith Alani, Kieron O'Hara, Andrea Baldassarri, Vittorio Loreto, and Vito D. P. Servedio, 'Folksonomies, the semantic web, and movie recommendation', in Bridging the Gap between Semantic Web and Web 2.0 (SemNet 2007), pp. 71-84, (2007).
15. Xuanhui Wang, Jian-Tao Sun, Zheng Chen, and ChengXiang Zhai, 'Latent semantic analysis for multiple-type interrelated data objects', in SIGIR '06: Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, pp. 236-243, New York, NY, USA, (2006). ACM.
16. Robert Wetzker, Carsten Zimmermann, and Christian Bauckhage, 'Analyzing social bookmarking systems: A del.icio.us cookbook', in Mining Social Data (MSoDa) Workshop Proceedings, pp. 26-30. ECAI 2008, (July 2008).
17. Gui-Rong Xue, Wenyuan Dai, Qiang Yang, and Yong Yu, 'Topic-bridged plsa for cross-domain text classification', in SIGIR '08: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, pp. 627-634, New York, NY, USA, (2008). ACM.