Contents and time sensitive document ranking of scientific literature

Journal of Informetrics

Volumn 8, Issue 3, 2014, Pages 546-561

  Xu, Han ^a   Martin, Eric ^a   Mahidadia, Ashesh ^a  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Information freshness; Latent Dirichlet Allocation; Local damping factor; PageRank; Scientific document ranking; Topical longevity

Indexed keywords

RANDOM PROCESSES; STATISTICS;

DAMPING FACTORS; INFORMATION FRESHNESS; LATENT DIRICHLET ALLOCATION; PAGERANK; SCIENTIFIC DOCUMENTS; TOPICAL LONGEVITY;

SEARCH ENGINES;

EID: 84899959675     PISSN: 17511577     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.joi.2014.04.006     Document Type: Article

References (30)

1. Blei D.M., Ng A.Y., Jordan M.I. Latent Dirichlet Allocation. Journal of Machine Learning Research 2003, 3:993-1022.
2. Boldi P., Santini M., Vigna S. PageRank as a function of the damping factor. Proceedings of the 14th international conference on World Wide Web 2005, 557-566. 10.1145/1060745.1060827.
3. Bonzi S. Characteristics of a literature as predictors of relatedness between cited and citing works. Journal of the American Society for Information Science 1982, 33:208-216. 10.1002/asi.4630330404.
4. Bressan M., Peserico E. Choose the damping, choose the ranking?. Journal of Discrete Algorithms 2010, 8:199-213. 10.1016/j.jda.2009.11.001.
5. Brin S., Page L. The anatomy of a large-scale hypertextual Web search engine. Computer Networks and ISDN Systems 1998, 30:107-117. 10.1016/S0169-7552(98)00110-X.
6. Brooke B. Optimum p% library of scientific periodicals. Nature 1971, 232:458-461. 10.1038/232458a0.
7. Chen P., Xie H., Maslov S., Redner S. Finding scientific gems with Google's PageRank algorithm. Journal of Informetrics 2007, 1:8-15. 10.1016/j.joi.2006.06.001.
8. Diodato V.P. Dictionary of bibliometrics 1994, Haworth Press, Inc., ISBN: 1-56024-852-1.
9. Egghe L., Rousseau R. Introduction to informetrics: Quantitative methods in library. Documentation and information science 1990, Elsevier.
10. Garfield E. Citation analysis as a tool in journal evaluation. Science 1972, 178:471-479. 10.1126/science.178.4060.471.
11. Garfield E. Citation indexing: Its theory and application in science, technology, and humanities. Information sciences series 1979, ISI Press.
12. Gleich D.F., Constantine P.G., Flaxman A.D., Gunawardana A. 2010. Tracking the random surfer: Empirically measured teleportation parameters in PageRank. Proceedings of the 19th international conference on World Wide Web 2010, 381-390. 10.1145/1772690.1772730.
13. Griffiths T.L., Steyvers M. Finding scientific topics. Proceedings of the National Academy of Sciences 2004, 101:5228-5235. 10.1073/pnas.0307752101.
14. Hall D., Jurafsky D., Manning C.D. Studying the history of ideas using topic models. Proceedings of the conference on empirical methods in natural language processing 2008, 363-371. 10.3115/1613715.1613763.
15. King B., Jha R., Radev D.R. Heterogeneous networks and their applications: Scientometrics, name disambiguation, and topic modeling. Transactions of the Association for Computational Linguistics 2013.
16. Kumar R., Vassilvitskii S. Generalized distances between rankings. Proceedings of the 19th international conference on World Wide Web 2010, 571-580. 10.1145/1772690.1772749.
17. Li X., Liu B., Yu P. Time sensitive ranking with application to publication search. 2008 eighth IEEE international conference on data mining (ICDM) 2008, 893-898. 10.1109/ICDM.2008.155.
18. Ma N., Guan J., Zhao Y. Bringing PageRank to the citation analysis. Information Processing & Management 2008, 44:800-810. 10.1016/j.ipm.2007.06.006.
19. Mann G.S., Mimno D., McCallum A. Bibliometric impact measures leveraging topic analysis. Proceedings of the 6th ACM/IEEE-CS joint conference on digital libraries 2006, 65-74. 10.1145/1141753.1141765.
20. Maslov S., Redner S. Promise and pitfalls of extending Google's PageRank algorithm to citation networks. Journal of Neuroscience 2008, 28:11103-11105. 10.1523/jneurosci.0002-08.2008.
21. Moravcsik M.J., Murugesan P. Some results on the function and quality of citations. Social Studies of Science 1975, 5:86-92.
22. Page L., Brin S., Motwani R., Winograd T. The PageRank citation ranking: Bringing order to the Web 1999, Technical Report 1999-66, Stanford InfoLab.
23. Radev D.R., Muthukrishnan P., Qazvinian V. The ACL anthology network corpus. Proceedings of the 2009 workshop on text and citation analysis for scholarly digital libraries 2009, 54-61. 10.3115/1699750.1699759.
24. Sayyadi H., Getoor L. Futurerank: Ranking scientific articles by predicting their future PageRank. Proceedings of the 9th SIAM international conference on data mining 2009, 533-544. 10.1137/1.9781611972795.46.
25. Walker D., Xie H., Yan K.K., Maslov S. Ranking scientific publications using a model of network traffic. Journal of Statistical Mechanics: Theory and Experiment 2007, P06010. 10.1088/1742-5468/2007/06/P06010.
26. Weingart P. Impact of bibliometrics upon the science system: Inadvertent consequences?. Scientometrics 2005, 62:117-131. 10.1007/s11192-005-0007-7.
27. Wissner-Gross A. Preparation of topical reading lists from the link structure of Wikipedia. Sixth international conference on advanced learning technologies 2006, 825-829. 10.1109/ICALT.2006.1652568.
28. Xu H., Martin E., Mahidadia A. Using heterogeneous features for scientific citation classification. Proceedings of the 13th conference of the Pacific Association for Computational Linguistics 2013.
29. Yu P., Li X., Liu B. Adding the temporal dimension to search - A case study in publication search. Proceedings of the international conference on Web intelligence, 2005 IEEE/WIC/ACM 2005, 543-549. 10.1109/WI.2005.21.
30. Zhou D., Orshanskiy S.A., Zha H., Giles C.L. Co-ranking authors and documents in a heterogeneous network. International conference on data mining, IEEE Computer Society 2007, 739-744. 10.1109/icdm.2007.57.