<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> <html> <head> <title>UTas ePrints - More Effective Web Search Using Bigrams and Trigrams</title> <script type="text/javascript" src="http://eprints.utas.edu.au/javascript/auto.js"><!-- padder --></script> <style type="text/css" media="screen">@import url(http://eprints.utas.edu.au/style/auto.css);</style> <style type="text/css" media="print">@import url(http://eprints.utas.edu.au/style/print.css);</style> <link rel="icon" href="/images/eprints/favicon.ico" type="image/x-icon" /> <link rel="shortcut icon" href="/images/eprints/favicon.ico" type="image/x-icon" /> <link rel="Top" href="http://eprints.utas.edu.au/" /> <link rel="Search" href="http://eprints.utas.edu.au/cgi/search" /> <meta content="Johnson, David" name="eprints.creators_name" /> <meta content="Malhotra, Vishv" name="eprints.creators_name" /> <meta content="Vamplew, Peter" name="eprints.creators_name" /> <meta content="dgjohnso@utas.edu.au" name="eprints.creators_id" /> <meta content="vishv.malhotra@utas.edu.au" name="eprints.creators_id" /> <meta content="p.vamplew@ballarat.edu.au" name="eprints.creators_id" /> <meta content="article" name="eprints.type" /> <meta content="2007-01-24" name="eprints.datestamp" /> <meta content="2008-01-08 15:30:00" name="eprints.lastmod" /> <meta content="show" name="eprints.metadata_visibility" /> <meta content="More Effective Web Search Using Bigrams and Trigrams " name="eprints.title" /> <meta content="pub" name="eprints.ispublished" /> <meta content="280103" name="eprints.subjects" /> <meta content="280105" name="eprints.subjects" /> <meta content="280205" name="eprints.subjects" /> <meta content="public" name="eprints.full_text_status" /> <meta content="Web searching; Information need; Relevance feedback; Part-of-speech tagging " name="eprints.keywords" /> <meta content="Direct access to the article in journal available at http://www.webology.ir/2006/v3n4/a35.html " name="eprints.note" /> <meta content="This paper investigates the effectiveness of quoted bigrams and trigrams as query terms to target web search. Prior research in this area has largely focused on static corpora each containing only a few million documents, and has reported mixed (usually negative) results. We investigate the bigram/trigram extraction problem and present an extraction algorithm that shows promising results when applied to real-time web search. We also present a prototype augmented search software package that can leverage the results provided by a web search engine to assist the web searcher identify important phrases and related documents quickly. This software has received favourable feedback in a recent user survey. " name="eprints.abstract" /> <meta content="2006" name="eprints.date" /> <meta content="published" name="eprints.date_type" /> <meta content="Webology" name="eprints.publication" /> <meta content="3" name="eprints.volume" /> <meta content="4" name="eprints.number" /> <meta content="35" name="eprints.pagerange" /> <meta content="UNSPECIFIED" name="eprints.thesis_type" /> <meta content="TRUE" name="eprints.refereed" /> <meta content="1735-188X" name="eprints.issn" /> <meta content="http://www.webology.ir/2006/v3n4/a35.html" name="eprints.official_url" /> <meta content="Croft, W.B., Turtle, H.R., & Lewis, D.D. (1991). The use of phrases and structured queries in information retrieval. In Proceedings of the 14th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, (pp 32-45). Internet Systems Consortium (2006). ISC Internet Domain Survey. Retrieved September 15, 2006, from http://www.isc.org/index.pl?/ops/ds/ Jansen, B. J., Spink, A., & Saracevic, T. (2000). Real life, real users and real needs: A study and analysis of users' queries on the Web. Information Processing and Management, 36(2) (pp 207-227). Jansen, J. (2006). AltaVista, AllTheWeb and Excite search engine query logs generously made available by Dr Jim Jansen. Retrieved September 15, 2006, from http://ist.psu.edu/faculty_pages/jjansen/ Justeson, J.S., & Katz, S.M. (1995). Technical terminology: Some linguistic properties and an algorithm for identification in text. Natural Language Engineering, (pp. 9-27). Cambridge University Press. Lewis, D.D., & Croft, W.B. (1990). Term Clustering of Syntactic Phrases. Proceedings of the Thirteenth Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. Manning, C.D., & Schutze, H. (2003a). Foundations of Statistical Natural Language Processing (sixth printing), (pp. 196-217). The MIT Press. Manning, C.D., & Schutze, H. (2003b). Foundations of Statistical Natural Language Processing (sixth printing), (pp. 29-34). The MIT Press. MontyTagger (2006). The MontyLingua natural language package. Retrieved June 5, 2006, from http://web.media.mit.edu/~hugo/montylingua/index.html http://www.webology.ir/2006/v3n4/a35.html QTag (2006). QTag probabilistic parts-of-speech tagger. Retrieved June 5, 2006, from http://www.english.bham.ac.uk/staff/omason/software/qtag.html Rocchio, J. (1971). Relevance feedback in information retrieval. In Salton, G. (Ed.), The SMART Retrieval System: Experiments in Automatic Document Processing. Prentice-Hall, (pp. 313-323). Silverstein, C., Henzinger, M., Marais, H., & Moricz, M. (1999). Analysis of a very large web search engine query log. SIGIR Forum, 33(1), 6-12. Spink, A. (2002). A user-centered approach to evaluating human interactions with web search engines: an exploratory study. Information Processing and Management , 38(3), 401-426. The Stanford NLP Group Tagger (2006). The Stanford NLP Group Log-linear Part-Of-Speech Tagger. Retrieved June 5, 2006, from http://nlp.stanford.edu/software/tagger.shtml Strzalkowski, T., & Carballo, J.P. (1997). Natural Language Information Retrieval: TREC-4 Report. In Harman, D. (Ed.), Proceedings of the Fourth Text REtrieval Conference (TREC-4). Washington, D.C. Sullivan, D. (2004). Search Engine Size Wars V Erupts. SearchEngineWatch, Retrieved on September 10, 2006, from http://blog.searchenginewatch.com/blog/041111-084221 TREC (2004). Robust Track: Robust test set. Retrieved from http://trec.nist.gov/data/t13_robust.html TREC (2006). Text Retrieval Conference: Data - English Relevance Judgments. Retrieved August 8, 2006, from http://trec.nist.gov/data/reljudge_eng.html Wikipedia (2006). "Mole disambiguation page". 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class="not_ep_block"><span class="person_name">Johnson, David</span> and <span class="person_name">Malhotra, Vishv</span> and <span class="person_name">Vamplew, Peter</span> (2006) <xhtml:em>More Effective Web Search Using Bigrams and Trigrams.</xhtml:em> Webology, 3 (4). 35. ISSN 1735-188X</p><p style="margin-bottom: 1em" class="not_ep_block"></p><table style="margin-bottom: 1em" class="not_ep_block"><tr><td valign="top" style="text-align:center"><a onmouseover="EPJS_ShowPreview( event, 'doc_preview_660' );" href="http://eprints.utas.edu.au/650/1/More_Effective_Web_Search_Using_Bigrams_and_Trigrams2.pdf" onmouseout="EPJS_HidePreview( event, 'doc_preview_660' );"><img alt="[img]" src="http://eprints.utas.edu.au/style/images/fileicons/application_pdf.png" class="ep_doc_icon" border="0" /></a><div class="ep_preview" id="doc_preview_660"><table><tr><td><img alt="" src="http://eprints.utas.edu.au/650/thumbnails/1/preview.png" class="ep_preview_image" border="0" /><div class="ep_preview_title">Preview</div></td></tr></table></div></td><td valign="top"><a href="http://eprints.utas.edu.au/650/1/More_Effective_Web_Search_Using_Bigrams_and_Trigrams2.pdf"><span class="ep_document_citation">PDF</span></a> - Requires a PDF viewer<br />320Kb</td></tr></table><p style="margin-bottom: 1em" class="not_ep_block">Official URL: <a href="http://www.webology.ir/2006/v3n4/a35.html">http://www.webology.ir/2006/v3n4/a35.html</a></p><div class="not_ep_block"><h2>Abstract</h2><p style="padding-bottom: 16px; text-align: left; margin: 1em auto 0em auto">This paper investigates the effectiveness of quoted bigrams and trigrams as query terms to target web search. Prior research in this area has largely focused on static corpora each containing only a few million documents, and has reported mixed (usually negative) results. We investigate the bigram/trigram extraction problem and present an extraction algorithm that shows promising results when applied to real-time web search. We also present a prototype augmented search software package that can leverage the results provided by a web search engine to assist the web searcher identify important phrases and related documents quickly. This software has received favourable feedback in a recent user survey. </p></div><table style="margin-bottom: 1em" cellpadding="3" class="not_ep_block" border="0"><tr><th valign="top" class="ep_row">Item Type:</th><td valign="top" class="ep_row">Article</td></tr><tr><th valign="top" class="ep_row">Additional Information:</th><td valign="top" class="ep_row">Direct access to the article in journal available at http://www.webology.ir/2006/v3n4/a35.html </td></tr><tr><th valign="top" class="ep_row">Keywords:</th><td valign="top" class="ep_row">Web searching; Information need; Relevance feedback; Part-of-speech tagging </td></tr><tr><th valign="top" class="ep_row">Subjects:</th><td valign="top" class="ep_row"><a href="http://eprints.utas.edu.au/view/subjects/280103.html">280000 Information, Computing and Communication Sciences > 280100 Information Systems > 280103 Information Storage, Retrieval and Management</a><br /><a href="http://eprints.utas.edu.au/view/subjects/280105.html">280000 Information, Computing and Communication Sciences > 280100 Information Systems > 280105 Interfaces and Presentation (excl. Computer-Human Interaction)</a><br /><a href="http://eprints.utas.edu.au/view/subjects/280205.html">280000 Information, Computing and Communication Sciences > 280200 Artificial Intelligence and Signal and Image Processing > 280205 Text Processing</a></td></tr><tr><th valign="top" class="ep_row">ID Code:</th><td valign="top" class="ep_row">650</td></tr><tr><th valign="top" class="ep_row">Deposited By:</th><td valign="top" class="ep_row"><span class="ep_name_citation"><span class="person_name">Vishv Malhotra</span></span></td></tr><tr><th valign="top" class="ep_row">Deposited On:</th><td valign="top" class="ep_row">24 Jan 2007</td></tr><tr><th valign="top" class="ep_row">Last Modified:</th><td valign="top" class="ep_row">09 Jan 2008 02:30</td></tr><tr><th valign="top" class="ep_row">ePrint Statistics:</th><td valign="top" class="ep_row"><a target="ePrintStats" href="/es/index.php?action=show_detail_eprint;id=650;">View statistics for this ePrint</a></td></tr></table><p align="right">Repository Staff Only: <a href="http://eprints.utas.edu.au/cgi/users/home?screen=EPrint::View&eprintid=650">item control page</a></p> </td></tr></table> </div> <!-- InstanceEndEditable --></td> </tr> <tr> <td><!-- #BeginLibraryItem "/Library/footer_eprints.lbi" --> <table width="795" border="0" align="left" cellpadding="0" class="footer"> <tr valign="top"> <td colspan="2"><div align="center"><a href="http://www.utas.edu.au">UTAS home</a> | <a href="http://www.utas.edu.au/library/">Library home</a> | <a href="/">ePrints home</a> | <a href="/contact.html">contact</a> | <a href="/information.html">about</a> | <a href="/view/">browse</a> | <a href="/perl/search/simple">search</a> | <a href="/perl/register">register</a> | <a href="/perl/users/home">user area</a> | <a href="/help/">help</a></div><br /></td> </tr> <tr><td colspan="2"><p><img src="/images/eprints/footerline.gif" width="100%" height="4" /></p></td></tr> <tr valign="top"> <td width="68%" class="footer">Authorised by the University Librarian<br /> © University of Tasmania ABN 30 764 374 782<br /> <a href="http://www.utas.edu.au/cricos/">CRICOS Provider Code 00586B</a> | <a href="http://www.utas.edu.au/copyright/copyright_disclaimers.html">Copyright & Disclaimers</a> | <a href="http://www.utas.edu.au/accessibility/index.html">Accessibility</a> | <a href="http://eprints.utas.edu.au/feedback/">Site Feedback</a> </td> <td width="32%"><div align="right"> <p align="right" class="NoPrint"><a href="http://www.utas.edu.au/"><img src="http://www.utas.edu.au/shared/logos/unioftasstrip.gif" alt="University of Tasmania Home Page" width="260" height="16" border="0" align="right" /></a></p> <p align="right" class="NoPrint"><a href="http://www.utas.edu.au/"><br /> </a></p> </div></td> </tr> <tr valign="top"> <td><p> </p></td> <td><div align="right"><span class="NoPrint"><a href="http://www.eprints.org/software/"><img src="/images/eprintslogo.gif" alt="ePrints logo" width="77" height="29" border="0" align="bottom" /></a></span></div></td> </tr> </table> <!-- #EndLibraryItem --> <div align="center"></div></td> </tr> </table> </body> </html>