27Mar 2017

KEYWORD EXTRACTION: A COMPARATIVE STUDY USING GRAPH BASED MODEL AND RAKE.

  • Research Scholar CMS College of Science and Commerce Coimbatore.
  • Assistant Professor CMS College of Science and Commerce Coimbatore.
Crossref Cited-by Linking logo
  • Abstract
  • Keywords
  • References
  • Cite This Article as
  • Corresponding Author

In this paper we introduce Rapid Automatic Keyword extraction an unsupervised, domain independent and language independent method for extracting keywords from individual documents and compare this model with a graph based ranking algorithm(TextRank).In general TextRank consist of two unsupervised methods for both keyword and sentence extraction. Also we conduct a simple study regarding TextRank with the previously published methods


  1. Agrawal, S. Chaudhuri, and G. Das. DBXplorer: A System for Keyword Based Search over Relational Databases. In ICDE, 2002
  2. Bhalotia, A. Hulgeri, C. Nakhey, S. Chakrabarti, and S. Sudarshan. Keyword searching and browsing in databases using BANKS. In ICDE, 2002
  3. Bouquet, H. Stoermer, D. Cordioli, G. Tummarello. An entity name system for linking semantic web data. 2008
  4. D. Cohen. Language and domain-independent automatic indexing terms for abstracting. Journal of the American Society for Information Science, 1995
  5. Yu Cong, H.V. Jagadish. Querying complex structured databases. In VLDB, 2007
  6. Daniela Florescu, Donald Kossmann, Ioana Manolescu. Integrating keyword search into XML query processing. In WWW9, 2000
  7. Michael J. Giarlo. A comparative analysis of keyword extraction techniques. Rutgers, The State University of New Jersey
  8. Otis Gospodneti?, Erik Hatcher. Lucene in action, 2005 9. L. Guo, F. Shao, C.Botev, J. Shanmugandaram. XRANK: ranked keyword search over XML documents. SIGMOD, 2003 Hbase http://hadoop.apache.org/hbase/
  9. Hristidis and Y. Papakonstantinou. DISCOVER: Keyword search in relational databases. In VLDB, 2002
  10. Hristidis, Y. Papakonstantinou, and A. Balmin. Keyword proximity search on XML graphs. In ICDE, 2003
  11. Hulth. Improved automatic keyword extraction given more linguistic knowledge. In Proceedings of the 2003 Conference on Emprical Methods in Natural Language Processing, Sapporo, Japan, 2003
  12. Internet Movie Database http://www.imdb.com/
  13. B. Keith Humphreys. Phraserate: An HTML keyphrase extractor. Technical Report. 2002
  14. Matsuo, M. Ishizuka. Keyword extraction from a single document using word co-ocuurrence statistical information. International Journal on Artificial Intelligence Tools, 2004
  15. David Milne, Ian H. Witten. Learning to link with Wikipedia. In CIKM, 2008
  16. David Milne, Olena Medelyan, Ian H. Witten. Mining domain-specific thesauri from Wikipedia : A case study. In WI, 2006
  17. Okkam Project http://www.okkam.org/
  18. Palpanas, J. Chaudhry, P. Andritsos, Y. Velegrakis. Entity Management in OKKAM. 2008
  19. Plas, V.Pallotta, M.Rajman, H.Ghorbel. Automatic keyword extraction from spoken text. A comparison of two lexical resources: the EDR and WordNet. Proceedings of the 4th International Language Resources and Evaluation, European Language Resource Association, 2004
  20. Peter Schonhofen. Identifying document topics using the Wikipedia category network.
  21. In WI, 2006
  22. Suzuki, F. Fukumoto, Y. Sekiguchi. Keyword extraction of radio news using term weighting with an encyclopedia and newspaper articles. SIGIR, 1998.
  23. Sandeep Tata, Guy M. Lohman. SQAK: Doing more with keywords. SIGMOD, June 9–12, 2008
  24. Wikipedia http://www.wikipedia.org/
  25. Witten, G. Paynte, E. Frank, C. Gutwin, C. Nevill-Manning. KEA: practical automatic keyphrase extraction. In Proceedings of the 4th ACM Conference on
  26. Digital Library, 1999
  27. Fei Wu, Raphael Hoffmann, Daniel S. Weld. Information extraction from Wikipedia: moving down the long tail. In KDD’08, 2008
  28. Chengzhi Zhang, Huilin Wang, Yao Liu, Dan Wu, Yi Liao, Bo Wang. Automatic Keyword Extraction from Documents Using Conditional Random Fields. Journal of Computational Information Systems, 2008
  29. Xuan Zhou, Gideon Zenz, Elena Demidova, Wolfgang Nejdl. SUITS: structuring user’s intent in search. In EDBT, 2009
     

[Lima Subramanian and R.S Karthik (2017); KEYWORD EXTRACTION: A COMPARATIVE STUDY USING GRAPH BASED MODEL AND RAKE. Int. J. of Adv. Res. 5 (Mar). 1133-1137] (ISSN 2320-5407). www.journalijar.com


lima subramanian, R. S Karthik


DOI:


Article DOI: 10.21474/IJAR01/3616      
DOI URL: http://dx.doi.org/10.21474/IJAR01/3616