{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:38:59Z","timestamp":1761597539401,"version":"3.38.0"},"reference-count":38,"publisher":"SAGE Publications","issue":"6","license":[{"start":{"date-parts":[[2014,8,26]],"date-time":"2014-08-26T00:00:00Z","timestamp":1409011200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Information Science"],"published-print":{"date-parts":[[2014,12]]},"abstract":"<jats:p> With the exponential growth of social media, that is, blogs and social networks, organizations and individual persons are increasingly using the number of reviews of these media for decision-making about a product or service. Opinion mining detects whether the emotions of an opinion expressed by a user on Web platforms in natural language are positive or negative. This paper presents extensive experiments to study the effectiveness of the classification of Spanish opinions in five categories: highly positive, highly negative, positive, negative and neutral, using the combination of the psychological and linguistic features of LIWC (Linguistic Inquiry and Word Count). LIWC is a text analysis software that enables the extraction of different psychological and linguistic features from natural language text. For this study, two corpora have been used, one about movies and one about technological products. Furthermore, we conducted a comparative assessment of the performance of various classification techniques, J48, SMO and BayesNet, using precision, recall and F-measure metrics. The findings revealed that the positive and negative categories provide better results than the other categories. Finally, experiments on both corpora indicated that SMO produces better results than BayesNet and J48 algorithms, obtaining an F-measure of 90.4 and 87.2% in each domain. <\/jats:p>","DOI":"10.1177\/0165551514547842","type":"journal-article","created":{"date-parts":[[2014,8,27]],"date-time":"2014-08-27T04:52:44Z","timestamp":1409115164000},"page":"749-760","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":51,"title":["A study on LIWC categories for opinion mining in Spanish reviews"],"prefix":"10.1177","volume":"40","author":[{"given":"Mar\u00eda","family":"del Pilar Salas-Z\u00e1rate","sequence":"first","affiliation":[{"name":"Departamento de Inform\u00e1tica y Sistemas, Universidad de Murcia, Spain"},{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]},{"given":"Estanislao","family":"L\u00f3pez-L\u00f3pez","sequence":"additional","affiliation":[{"name":"Departamento de Inform\u00e1tica y Sistemas, Universidad de Murcia, Spain"},{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]},{"given":"Rafael","family":"Valencia-Garc\u00eda","sequence":"additional","affiliation":[{"name":"Departamento de Inform\u00e1tica y Sistemas, Universidad de Murcia, Spain"},{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]},{"given":"Nathalie","family":"Aussenac-Gilles","sequence":"additional","affiliation":[{"name":"CNRS, IRIT, Universit\u00e9 Paul Sabatier, France"},{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]},{"given":"\u00c1ngela","family":"Almela","sequence":"additional","affiliation":[{"name":"Department of Modern Languages, Universidad Cat\u00f3lica San Antonio de Murcia, Spain"},{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]},{"given":"Giner","family":"Alor-Hern\u00e1ndez","sequence":"additional","affiliation":[{"name":"Division of Research and Postgraduate Studies Instituto Tecnol\u00f3gico de Orizaba, Veracruz, Mexico"}]}],"member":"179","published-online":{"date-parts":[[2014,8,26]]},"reference":[{"key":"bibr1-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1057\/jit.2010.1"},{"key":"bibr2-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1177\/0165551510388123"},{"key":"bibr3-0165551514547842","first-page":"2533","volume":"11","author":"Bouckaert R","year":"2010","journal-title":"Journal of Machine Learning Research"},{"key":"bibr4-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.05.070"},{"key":"bibr5-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.07.059"},{"key":"bibr6-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2010.11.023"},{"key":"bibr7-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2010.11.003"},{"volume-title":"16th International Conference on Applications of Natural Language to Information Systems, NLDB 2011","author":"Pe\u00f1alver Mart\u00ednez I","key":"bibr8-0165551514547842"},{"key":"bibr9-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.proeng.2013.02.059"},{"key":"bibr10-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2013.04.001"},{"key":"bibr11-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.joi.2011.01.003"},{"key":"bibr12-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.01.047"},{"key":"bibr13-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2012.04.011"},{"key":"bibr14-0165551514547842","first-page":"14269","volume":"38","author":"Wu Q","year":"2011","journal-title":"Expert Systems with Applications"},{"key":"bibr15-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/S1005-8885(09)60606-3"},{"key":"bibr16-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.06.076"},{"volume-title":"Describing Talk: A Taxonomy of Verbal Response Modes","year":"1992","author":"Stiles WB","key":"bibr17-0165551514547842"},{"key":"bibr18-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.72.4.863"},{"volume-title":"LIWC: Linguistic Inquiry and Word Count","year":"1993","author":"Francis ME","key":"bibr19-0165551514547842"},{"volume-title":"Linguistic Inquiry and Word Count","year":"2001","author":"Pennebaker JW","key":"bibr20-0165551514547842"},{"issue":"1","key":"bibr21-0165551514547842","first-page":"85","volume":"24","author":"Ram\u00edrez Esparza N","year":"2007","journal-title":"Revista Mexicana de Psicolog\u00eda"},{"key":"bibr22-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.54.6.1063"},{"key":"bibr23-0165551514547842","unstructured":"m\u00f3viles.com. El comparador de telefon\u00eda l\u00edder en Espa\u00f1a, http:\/\/www.moviles.com\/ (accessed 17 June 2014)."},{"key":"bibr24-0165551514547842","first-page":"73","volume":"41","author":"Cruz FM","year":"2008","journal-title":"Procesamiento del lenguaje natural"},{"issue":"8","key":"bibr25-0165551514547842","volume":"2","author":"Gholap J","year":"2012","journal-title":"Journal of Computer Science and Information Technology"},{"key":"bibr26-0165551514547842","first-page":"329","volume-title":"Proceedings of the 7th Conference of the Cognitive Science Society","author":"Pearl J","year":"1985"},{"journal-title":"Microsoft Research","year":"1998","author":"Platt J","key":"bibr27-0165551514547842"},{"key":"bibr28-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1162\/089976601300014493"},{"key":"bibr29-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.04.045"},{"key":"bibr30-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.02.158"},{"key":"bibr31-0165551514547842","first-page":"343","author":"Chung C","year":"2007","journal-title":"Social Communication"},{"issue":"4","key":"bibr32-0165551514547842","first-page":"2231","volume":"2","author":"Bhavsar H","year":"2012","journal-title":"International Journal of Soft Computing and Engineering (IJSCE)"},{"key":"bibr33-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-35488-8_13"},{"key":"bibr34-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1177\/0261927X09351676"},{"key":"bibr35-0165551514547842","first-page":"2200","volume-title":"Proceedings of the Seventh Conference on International Language Resources and Evaluation European Language Resources Association","author":"Baccianella S","year":"2010"},{"key":"bibr36-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2013.45"},{"issue":"6","key":"bibr37-0165551514547842","first-page":"1211","volume":"4","author":"Ahmad T","year":"2012","journal-title":"International Journal on Computer Science and Engineering"},{"key":"bibr38-0165551514547842","doi-asserted-by":"publisher","DOI":"10.1145\/2436256.2436274"}],"container-title":["Journal of Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0165551514547842","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/0165551514547842","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0165551514547842","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,2]],"date-time":"2025-03-02T07:50:05Z","timestamp":1740901805000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/0165551514547842"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,8,26]]},"references-count":38,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2014,12]]}},"alternative-id":["10.1177\/0165551514547842"],"URL":"https:\/\/doi.org\/10.1177\/0165551514547842","relation":{},"ISSN":["0165-5515","1741-6485"],"issn-type":[{"type":"print","value":"0165-5515"},{"type":"electronic","value":"1741-6485"}],"subject":[],"published":{"date-parts":[[2014,8,26]]}}}