{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:06:39Z","timestamp":1781103999020,"version":"3.54.1"},"reference-count":0,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,10,1]]},"abstract":"<p>Making use of social media for analyzing the perceptions of the masses over a product, event, or a person has gained momentum in recent times. Out of a wide array of social networks, the authors chose Twitter for their analysis as the opinions expressed there are concise and bear a distinctive polarity. Sentiment analysis is an approach to analyze data and retrieve sentiment that it embodies. The paper elaborately discusses three supervised machine learning algorithms\u2014na\u00efve bayes, k-nearest neighbor (KNN), and decision tree\u2014and compares their overall accuracy, precision, as well as recall values, f-measure, number of tweets correctly classified, number of tweets incorrectly classified, and execution time.<\/p>","DOI":"10.4018\/ijoci.2020100103","type":"journal-article","created":{"date-parts":[[2020,9,23]],"date-time":"2020-09-23T09:02:29Z","timestamp":1600851749000},"page":"35-49","source":"Crossref","is-referenced-by-count":9,"title":["Sentiment Analysis of Tweets Using Na\u00efve Bayes, KNN, and Decision Tree"],"prefix":"10.4018","volume":"10","author":[{"given":"Kadda","family":"Zerrouki","sequence":"first","affiliation":[{"name":"Higher School of Computer Science May 8, 1945, ESI Sidi Bel Abbes, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0388-1275","authenticated-orcid":true,"given":"Reda Mohamed","family":"Hamou","sequence":"additional","affiliation":[{"name":"GeCoDe Labs, University of Saida Dr Moulay Tahar, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abdellatif","family":"Rahmoun","sequence":"additional","affiliation":[{"name":"Higher School of Computer Science May 8, 1945, ESI Sidi Bel Abbes, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","container-title":["International Journal of Organizational and Collective Intelligence"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=263016","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T20:03:19Z","timestamp":1651867399000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJOCI.2020100103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2020,10,1]]},"references-count":0,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2020,10]]}},"URL":"https:\/\/doi.org\/10.4018\/ijoci.2020100103","relation":{},"ISSN":["1947-9344","1947-9352"],"issn-type":[{"value":"1947-9344","type":"print"},{"value":"1947-9352","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,10,1]]}}}