Metaphor: A system for related search recommendations

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages 664-673

  Reda, Azarias ^a   Park, Yubin ^b   Tiwari, Mitul ^c   Posse, Christian ^c   Shah, Sam ^c  

^a UNIVERSITY OF MICHIGAN   (United States)

^b UNIVERSITY OF TEXAS AT AUSTIN   (United States)

^c LINKEDIN CORPORATION   (United States)

Author keywords

log analysis; query suggestions; recommender system

Indexed keywords

DATA SETS; IN-BUILDINGS; LOG ANALYSIS; MULTIPLE ITERATIONS; ONLINE SOCIAL NETWORKS; QUERY LENGTHS; QUERY SUGGESTION; SEARCH ACTIVITY; SOCIAL NETWORKING SITES;

KNOWLEDGE MANAGEMENT; RECOMMENDER SYSTEMS; SEMANTIC WEB;

SOCIAL NETWORKING (ONLINE);

EID: 84871099466     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2396761.2396847     Document Type: Conference Paper

References (41)

1. Gediminas Adomavicius and Alexander Tuzhilin. Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions. TKDE, 17(6): 734-749, 2005.
2. James Allan, Ben Carterette, and Joshua Lewis. When will information retrieval be "good enough?". In Proceedings of the SIGIR, 2005.
3. Avi Arampatzis and Jaap Kamps. A study of query length. In Proceedings of the SIGIR, 2008.
4. Ricardo Baeza-Yates. Applications of web query mining. In Proceedings of the ECIR, 2005.
5. Ricardo Baeza-Yates. Graphs from search engine queries. LNCS, 4362:1-8, 2007.
6. Ricardo Baeza-Yates and Berthier Ribeiro-Neto. Modern Information Retrieval. Addison Wesley, 1999.
7. Ricardo A. Baeza-Yates, Carlos A. Hurtado, and Marcelo Mendoza. Query recommendation using query logs in search engines. In Proceedings of the EDBT Workshops, 2004.
8. James Bennett and Stan Lanning. The Netflix prize. In KDD Cup and Workshop, 2007.
9. Sumit Bhatia, Debapriyo Majumdar, and Prasenjit Mitra. Query suggestions in the absence of query logs. In Proceedings of the SIGIR, 2011.
10. Paolo Boldi, Francesco Bonchi, Carlos Castillo, Debora Donato, Aristides Gionis, and Sebastiano Vigna. The query-flow graph: model and applications. In Proceedings of the CIKM, 2008.
11. Paolo Boldi, Francesco Bonchi, Carlos Castillo, Debora Donato, and Sebastiano Vigna. Query suggestions using queryflow graphs. In Proceedings of the WSDM, 2009.
12. Leo Breiman. Bagging predictors. Machine Learning, 24(2):123-140, 1996.
13. Peter D. Bruza and Simon Dennis. Query reformulation on the internet: Empirical data and the hyperindex search engine. In Proceedings of the RIAO, 1997.
14. Carlos Castillo, Claudio Corsi, Debora Donato, Paolo Ferragina, and Aristides Gionis. Query-log mining for detecting spam. In Proceedings of the AIRWeb, 2008.
15. Paul A. Chirita, Claudiu S. Firan, and Wolfgang Nejdl. Personalized query expansion for the web. In Proceedings of the SIGIR, 2007.
16. Paolo Cremonesi, Yehuda Koren, and Roberto Turrin. Performance of recommender algorithms on top-n recommendation tasks. In Proceedings of the RecSys, 2010.
17. Hang Cui, Ji-Rong Wen, Jian-Yun Nie, and Wei-Ying Ma. Query expansion by mining user logs. TKDD, 15(4):829-839, 2003.
18. Jeffrey Dean and Sanjay Ghemawat. MapReduce: simplified data processing on large clusters. In Proceedings of the OSDI, 2004.
19. Giuseppe DeCandia, Deniz Hastorun, Madan Jampani, Gunavardhan Kakulapati, Avinash Lakshman, Alex Pilchin, Swaminathan Sivasubramanian, Peter Vosshall, and Werner Vogels. Dynamo: Amazon's highly available key-value store. SIGOPS Oper. Syst. Rev., 41:205-220, 2007.
20. Thomas G. Dietterich. Ensemble methods in machine learning. LNCS, 1857:1-15, 2000.
21. Gideon Dror, Noam Koenigstein, Yehuda Koren, and Markus Weimer. Recommending music items based on the Yahoo! music dataset. In KDD-Cup, 2011.
22. Bruno M. Fonseca, Paulo B. Golgher, Edleno S. de Moura, and Nivio Ziviani. Using association rules to discover search engines related queries. In Proceedings of the LA-WEB, 2003.
23. João Gama and Pavel Brazdil. Cascade generalization. Machine Learning, 41:315-343, 2000.
24. Mohammad Al Hasan, Nish Parikh, Byanit Singh, and Neel Sundaresan. Query suggestion for E-commerce sites. In Proceedings of the WSDM, 2011.
25. Rosie Jones, Benjamin Rey, Omid Madani, and Wiley Greiner. Generating query substitutions. In Proceedings of the WWW, 2006.
26. Reiner Kraft and Jason Zien. Mining anchor text for query refinement. In Proceedings of the WWW, 2004.
27. Jay Kreps, Neha Narkhede, and Jun Rao. Kafka: A distributed messaging system for log processing. In Proceedings of the NetDB, 2011.
28. Solomon Kullback and Richard A. Leibler. On information and sufficiency. Ann. Math. Statist., 22(1):79-86, 1951.
29. Qiaozhu Mei, Dengyong Zhou, and Kenneth Church. Query suggestion using hitting time. In Proceedings of the CIKM, 2008.
30. Christopher Olston, Benjamin Reed, Utkarsh Srivastava, Ravi Kumar, and Andrew Tomkins. Pig Latin: a not-so-foreign language for data processing. In Proceedings of the SIGMOD, 2008.
31. Stephen Robertson. Understanding inverse document frequency: On theoretical arguments for IDF. Journal of Documentation, 60(5), 2004.
32. Robert E. Schapire. A brief introduction to boosting. In Proceedings of the IJCAI, 1999.
33. Joseph Sill, Gábor Takács, Lester Mackey, and David Lin. Feature-weighted linear stacking. CoRR, abs/0911.0460, 2009.
34. Yang Song, Dengyong Zhou, and Li-wei He. Query suggestion by constructing term-transition graphs. In Proceedings of the WSDM, 2012.
35. Amanda Spink, Dietmar Wolfram, Major B. J. Jansen, and Tefko Saracevic. Searching the web: The public and their queries. Journal of American Society for Information Science and Technology, 2001.
36. Xiaofei Su and Taghi M. Khoshgoftaar. A survey of collaborative filtering techniques. Advances in AI, 2009:4:1-4:19, 2009.
37. Roshan Sumbaly, Jay Kreps, Lei Gao, Alex Feinberg, Chinmay Soman, and Sam Shah. Serving Large-scale Batch Computed Data with Project Voldemort. In Proceedings of the FAST, 2012.
38. Ellen M. Voorhees. Query expansion using lexical-semantic relations. In Proceedings of the SIGIR, 1994.
39. David H. Wolpert. Stacked generalization. Neural Networks, 5:241-259, 1992.
40. Jinxi Xu and W. Bruce Croft. Query expansion using local and global document analysis. In Proceedings of the SIGIR, 1996.
41. Zhiyong Zhang and Olfa Nasraoui. Mining search engine query logs for query recommendation. In Proceedings of the WWW, 2006.