{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,12,28]],"date-time":"2022-12-28T20:10:30Z","timestamp":1672258230068},"reference-count":3,"publisher":"World Scientific Pub Co Pte Lt","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2004,12]]},"abstract":"<jats:p> The ability to extract desired pieces of information from natural language texts is an important task with a growing number of potential applications. This paper presents a novel pattern rule induction learning system, GRID, which emphasizes the use of global feature distribution in all of the training instances in order to make better decision on rule induction. GRID uses chunks as contextual units instead of tokens, and incorporates features at lexical, syntactical and semantic levels simultaneously. The features chosen in GRID are general and they were applied successfully to both semi-structured text and free text. Our experimental results on some publicly available webpage corpora and MUC-4 test set indicate that our approach is effective. <\/jats:p>","DOI":"10.1142\/s0218213004001831","type":"journal-article","created":{"date-parts":[[2004,12,28]],"date-time":"2004-12-28T07:24:48Z","timestamp":1104218688000},"page":"813-828","source":"Crossref","is-referenced-by-count":2,"title":["GLOBAL RULE INDUCTION FOR INFORMATION EXTRACTION"],"prefix":"10.1142","volume":"13","author":[{"given":"JING","family":"XIAO","sequence":"first","affiliation":[{"name":"School of Computing, National University of Singapore, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"TAT-SENG","family":"CHUA","sequence":"additional","affiliation":[{"name":"School of Computing, National University of Singapore, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"JIMIN","family":"LIU","sequence":"additional","affiliation":[{"name":"School of Computing, National University of Singapore, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","volume-title":"Introduction to Modern Information Retrieval","author":"Salton G.","year":"1983"},{"key":"rf4","volume":"34","author":"Soderland S.","journal-title":"Machine Learning"},{"key":"rf5","volume":"13","author":"Muggleton S.","journal-title":"New Generation Computing, Special Issue on Inductive Logic Programming"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213004001831","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T12:52:39Z","timestamp":1565182359000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218213004001831"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004,12]]},"references-count":3,"journal-issue":{"issue":"04","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2004,12]]}},"alternative-id":["10.1142\/S0218213004001831"],"URL":"https:\/\/doi.org\/10.1142\/s0218213004001831","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"value":"0218-2130","type":"print"},{"value":"1793-6349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004,12]]}}}