{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,5]],"date-time":"2022-04-05T10:02:14Z","timestamp":1649152934112},"reference-count":7,"publisher":"World Scientific Pub Co Pte Lt","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2011,10]]},"abstract":"<jats:p> This paper presents the ideas, experiments and specifications related to the Supervised TextRank (STR) technique, a word tagging method based on the TextRank algorithm. The main innovation of STR technique is the use of a graph-based ranking algorithm similar to PageRank in a supervised fashion, gathering the information needed to build the graph representations of the text from a tagged corpus. We also propose a flexible graph specification language that allows to easily experiment with multiple configurations for the topology of the graph and for the information associated to the nodes and the edges. We have carried experiments in the Part-Of-Speech task, a common tagging problem in Natural Language Processing. In our best result we have achieved a precision of 96.16%, at the same level of the best tagging tools. <\/jats:p>","DOI":"10.1142\/s0218213011000437","type":"journal-article","created":{"date-parts":[[2011,8,5]],"date-time":"2011-08-05T08:18:52Z","timestamp":1312532332000},"page":"955-967","source":"Crossref","is-referenced-by-count":1,"title":["STR: A GRAPH-BASED TAGGING TECHNIQUE"],"prefix":"10.1142","volume":"20","author":[{"given":"F. JAVIER","family":"ORTEGA","sequence":"first","affiliation":[{"name":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, University of Seville, Av. Reina Mercedes s\/n 41012, Sevilla, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"JOS\u00c9 A.","family":"TROYANO","sequence":"additional","affiliation":[{"name":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, University of Seville, Av. Reina Mercedes s\/n 41012, Sevilla, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"FRANCISCO J.","family":"GAL\u00c1N","sequence":"additional","affiliation":[{"name":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, University of Seville, Av. Reina Mercedes s\/n 41012, Sevilla, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"CARLOS G.","family":"VALLEJO","sequence":"additional","affiliation":[{"name":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, University of Seville, Av. Reina Mercedes s\/n 41012, Sevilla, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"FERM\u00cdN","family":"CRUZ","sequence":"additional","affiliation":[{"name":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, University of Seville, Av. Reina Mercedes s\/n 41012, Sevilla, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2012,4,30]]},"reference":[{"key":"rf3","first-page":"632","author":"Cruz Ferm\u00edn","journal-title":"FinTAL"},{"key":"rf4","first-page":"7","volume":"37","author":"Cruz F.","journal-title":"Procesamiento del Lenguaje Natural"},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7552(98)00110-X"},{"key":"rf11","first-page":"31","volume":"27","author":"van Halteren H.","journal-title":"Computational Linguistics"},{"key":"rf12","first-page":"1287","volume":"13","author":"Troyano J. A.","journal-title":"Journal of Universal Computer Science"},{"key":"rf14","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations","author":"Witten Ian H.","year":"2000"},{"key":"rf17","first-page":"543","volume":"21","author":"Brill Eric","journal-title":"Computational Linguistics"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213011000437","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T18:01:14Z","timestamp":1565200874000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218213011000437"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,10]]},"references-count":7,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2012,4,30]]},"published-print":{"date-parts":[[2011,10]]}},"alternative-id":["10.1142\/S0218213011000437"],"URL":"https:\/\/doi.org\/10.1142\/s0218213011000437","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"value":"0218-2130","type":"print"},{"value":"1793-6349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,10]]}}}