The Social Sciences Collection » Sentiment Analysis with Knowledge Resource and NLP Tools

<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> <html> <head><script type="text/javascript" src="https://web-static.archive.org/_static/js/bundle-playback.js?v=7YQSqjSh" charset="utf-8"></script> <script type="text/javascript" src="https://web-static.archive.org/_static/js/wombat.js?v=txqj7nKC" charset="utf-8"></script> <script>window.RufflePlayer=window.RufflePlayer||{};window.RufflePlayer.config={"autoplay":"on","unmuteOverlay":"hidden"};</script> <script type="text/javascript" src="https://web-static.archive.org/_static/js/ruffle/ruffle.js"></script> <script type="text/javascript"> __wm.init("https://web.archive.org/web"); __wm.wombat("http://iji.cgpublisher.com:80/product/pub.88/prod.804","20170915201432","https://web.archive.org/","web","https://web-static.archive.org/_static/", "1505506472"); </script> <link rel="stylesheet" type="text/css" href="https://web-static.archive.org/_static/css/banner-styles.css?v=p7PEIJWi" /> <link rel="stylesheet" type="text/css" href="https://web-static.archive.org/_static/css/iconochive.css?v=3PDvdIFv" />  <base href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.804/"/> <meta http-equiv="content-type" content="text/html; charset=UTF-8"> <title>The Social Sciences Collection » Sentiment Analysis with Knowledge Resource and NLP Tools</title> <link rel="stylesheet" type="text/css" href="https://web.archive.org/web/20170915201432cs_/http://iji.cgpublisher.com/media/ui/cgpublisher.css"> <link rel="stylesheet" type="text/css" href="https://web.archive.org/web/20170915201432cs_/http://iji.cgpublisher.com/style.css"> <link rel="alternate" type="application/rss+xml" title="Weblog RSS feed" href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/diary/rss"> <link rel="alternate" type="application/atom+xml" title="Weblog ATOM feed" href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/diary/atom"> <script type="text/javascript" src="https://web.archive.org/web/20170915201432js_/http://iji.cgpublisher.com/media/ui/cgpublisher.js"> </script> </head> <body> <div class="noprint" id="scholar" align="center" style="background: #8699AC; position: relative; text-align: center; padding: 0.1em; clear: both"> <ul> <li style="display: inline"> <a title="Scholar" target="_blank" href="https://web.archive.org/web/20170915201432/https://cgscholar.com/bookstore"><img src="https://web.archive.org/web/20170915201432im_/http://ijo.cgpublisher.com/details/CGPublisher-redirect-banner-small.png"></a> </li> </ul> </div> <div id="boundary"> <div id="headblock"> <div id="checkout-link"> <a href="confirmOrder"> <img alt="Shopping Cart" src="https://web.archive.org/web/20170915201432im_/http://iji.cgpublisher.com/media/ui/cart.png"> Your Cart </a> </div> <ul id="sidebar-account">  <li><a href="https://web.archive.org/web/20170915201432/https://secure.cgpublisher.com//publishers/88/web//login_form?came_from=http://iji.cgpublisher.com/product/pub.88/prod.804/index_html"> Log in</a> </li> </ul> <br/><br/> <div id="searchbar"> <form id="sidebar-search" method="post" action="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.804"> <input name="search_terms:utf8:ustring" size="14" maxlength="100"> <select name="search_type"> <option value="description">Description</option> <option value="author">Creator</option> <option value="all">Any</option> </select> <select name="all_publishers"> <option value="True">All publishers</option> <option value="" selected="selected">This publisher</option> </select> <input type="submit" name="searchResults:method" value="Search"> </form> </div> <div id="header"> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/"><img width="700" height="93" border="0" src="https://web.archive.org/web/20170915201432im_/http://iji.cgpublisher.com/details/CGOrganisationLogo/size=700,100/fid=1417560/socialsciences_collection_banner.png"></a> </div> <div id="navbar"> <ul id="sidebar-navigation">  <li> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/">Recent Publications</a> </li> <li> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/products_index">Catalogue</a> </li> <li> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/common_questions.html">FAQS</a> </li> <li> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/links">Links</a> </li> </ul> </div> </div> <div id="sidebar"> <ul id="sidebar-products"> <li class="sidebar-header">Related Products</li> <li>Parent <ul class="related-publishers"> <li> • <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.803">International Journal of Interdisciplinary Social Sciences</a> </li> </ul> </li> <li>Associated <ul class="related-publishers"> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.825">Critical Perspectives on the Ethical Merits of Whistle Blowing in South Africa</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.820">Bringing Engineering Education into a Girls’ Senior High School in Taiwan</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.826">Organizational Barriers in the Transfer of Addiction Technology to Practice</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.809">A Perspective on the State of the South African Land Reform Programme</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.828">Building Transdisciplinarity for Managing Complexity</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.805">Policies for Promoting Building Energy Efficiency (BEE)</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.813">Who’s Afraid of Fear Appeals?</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.804">Sentiment Analysis with Knowledge Resource and NLP Tools</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.811">Ethnographies of Empire and Resistance</a> </li> <li>• <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.816">The Radical Difference of Nomadism</a> </li> <li> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/listAssociates?product_id=804&pub_id=88"> More →</a> </li> </ul> </li> </ul> </div>  <div id="body"> <img width="70" height="100" border="0" src="https://web.archive.org/web/20170915201432im_/http://iji.cgpublisher.com/products/804/CGFrontCoverImage/size=200,200/fid=714695/i09_5.png" align="right"> <h1 class="product-title">Sentiment Analysis with Knowledge Resource and NLP Tools</h1> <h2 class="product-authors">By <a href="https://web.archive.org/web/20170915201432/http://scottpiao.cgpublisher.com/">Scott Piao</a>, <a href="https://web.archive.org/web/20170915201432/http://yoshimasatsuruoka.cgpublisher.com/">Yoshimasa Tsuruoka</a> and <a href="https://web.archive.org/web/20170915201432/http://sophiaananiadou.cgpublisher.com/">Sophia Ananiadou</a>. </h2> <h2 class="product-publisher">Published by <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/">The Social Sciences Collection</a></h2> <table class="spaced listing"> <tbody> <tr> <th>Format</th> <th>Price</th> <th></th> </tr> <tr> <td>Article: Print </td> <td><span class="money">$US10.00</span></td> <td><form method="POST" action="addToOrder"> <input type="hidden" name="publisherid" value="88"> <input type="hidden" name="productid" value="804"> <input type="hidden" name="format" value="CGSpiralBound"> <input type="hidden" name="dest_url" value="http://iji.cgpublisher.com/product/pub.88/prod.804/index_html"> <input type="submit" value="Order"></form></td> </tr> <tr> <td>Article: Electronic </td> <td><span class="money">$US5.00</span></td> <td><form method="POST" action="addToOrder"> <input type="hidden" name="publisherid" value="88"> <input type="hidden" name="productid" value="804"> <input type="hidden" name="format" value="CGDownloadableFile"> <input type="hidden" name="dest_url" value="http://iji.cgpublisher.com/product/pub.88/prod.804/index_html"> <input type="submit" value="Order"></form></td> </tr> </tbody> </table> <br/> <p class="product-description">Automatic sentiment analysis is an important and challenging topic in Human Language Technology (HLT) and text mining, with several applications for social sciences. Over recent years, much effort has been devoted to this subject. Many published works on this subject employ various machine learning techniques. In our work, we investigate the feasibility of automatically identifying text sentiment orientation by combining knowledge resources and NLP techniques, as a complementary method to those based on machine learning. Our approach involves resources and tools including a subjectivity lexicon (Wilson et al., 2005), a set of NLP tools and weighting algorithms. We developed a sentiment analysis tool with a web demonstrator (http://text0.mib.man.ac.uk:8080/opminpackage/opinion_analysis). This tool has been used jointly with other text mining tools to support social scientists in frame analysis from newspaper articles. In this paper, we describe our system and report on our evaluation of the functionality of identifying sentiment orientation at the sentence and document levels. We used the Multi-Perspective Question Answering (MPQA) Corpus (Wiebe et al., 2005) and a collection of 2,000 manually classified film reviews (Pang and Lee, 2004) as the test data. As evaluation measure, we used f-score, a performance measure that combines precision and recall and ranges between 0 (worst performance) and 1 (best performance). In the evaluation, our sentiment analysis tool obtained encouraging results, producing f-scores ranging from 0.6012 to 0.8333 for sentence-level sentiment analysis and an average f-score of 0.7196 for document-level sentiment analysis.</p> <table style="font-size: smaller;"> <tr> <th valign="top">Keywords:</th> <td>Sentiment Analysis, Text Mining, Natural Language Processing, Subjectivity Lexicon, Frame Analysis</td> </tr> </table> <p> <em>International Journal of Interdisciplinary Social Sciences</em>, <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.703">Volume 4</a>, <a href="/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.803">Issue 5</a>, pp.17-28. Article: Print (Spiral Bound). Article: Electronic (PDF File; 1.390MB). </p> <h1> <a style="color: inherit" href="https://web.archive.org/web/20170915201432/http://scottpiao.cgpublisher.com/">Dr. Scott Piao</a> </h1> <p class="product-biography"><em>Research Associate, National Centre for Text Mining, School of Computer Science, The University of Manchester, Manchester, UK</em></p> <div class="product-biography"></div> <h1> <a style="color: inherit" href="https://web.archive.org/web/20170915201432/http://yoshimasatsuruoka.cgpublisher.com/">Dr. Yoshimasa Tsuruoka</a> </h1> <p class="product-biography"><em>Research Associate, National Centre for Text Mining, School of Computer Science, The University of Manchester, Manchester, UK</em></p> <div class="product-biography"></div> <h1> <a style="color: inherit" href="https://web.archive.org/web/20170915201432/http://sophiaananiadou.cgpublisher.com/">Prof. Sophia Ananiadou</a> </h1> <p class="product-biography"><em>Director, National Centre for Text Mining, School of Computer Science, The University of Manchester, Manchester, UK</em></p> <div class="product-biography"></div>  <hr style="clear: left;"> <div id="reviews"> <h1>Reviews:</h1> <p> There are currently no reviews of this product. </p> <script> function setMethod(meth_id, meth_name) { var m = document.getElementById(meth_id); m.value = meth_name; } function submitForm(form_id, txt) { var f = document.getElementById(form_id); var c = true; if (txt != null){ c = false; c = confirm(txt); } if (c) f.submit() } function changeRating(form_id, stars) { var f = document.getElementById(form_id) var rating = document.getElementById(form_id + '.rating') rating.value = (stars); f.submit(); } </script> <a href="https://web.archive.org/web/20170915201432/http://iji.cgpublisher.com/product/pub.88/prod.804/addReview"> Write a Review </a> </div> </div>  <div class="noprint" id="footer" align="center" style="position: relative; font-size: 0.8em; text-align: center; margin-top: 2em; padding: 0.5em; clear: both"> <ul> <li style="display: inline"> This site is built in <a title="About CGPublisher" class="pop" href="https://web.archive.org/web/20170915201432/http://www.cgpublisher.com/ui/about/about.html">CGPublisher</a>. </li> <li style="display: inline"> <a title="Conditions" href="conditions.html">Conditions of use</a>. </li> </ul> </div>  </div> </body> </html>

CINXE.COM

The Social Sciences Collection » Sentiment Analysis with Knowledge Resource and NLP Tools