{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T15:01:32Z","timestamp":1777042892127,"version":"3.51.4"},"reference-count":56,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2020]]},"DOI":"10.1109\/access.2020.3011202","type":"journal-article","created":{"date-parts":[[2020,7,22]],"date-time":"2020-07-22T20:54:42Z","timestamp":1595451282000},"page":"142819-142831","source":"Crossref","is-referenced-by-count":39,"title":["Exploring Diverse Features for Sentiment Quantification Using Machine Learning Algorithms"],"prefix":"10.1109","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6896-9318","authenticated-orcid":false,"given":"Kashif","family":"Ayyub","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8311-6129","authenticated-orcid":false,"given":"Saqib","family":"Iqbal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ehsan Ullah","family":"Munir","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Muhammad Wasif","family":"Nisar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3993-4527","authenticated-orcid":false,"given":"Momna","family":"Abbasi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","first-page":"123","article-title":"Improvement of sentiment analysis based on clustering of Word2 Vec features","author":"alshari","year":"2017","journal-title":"Proc 28th Int Workshop Database Expert Syst Appl (DEXA)"},{"key":"ref38","first-page":"1","article-title":"Effective method for sentiment lexical dictionary enrichment based on Word2 Vec for sentiment analysis","author":"alshari","year":"2018","journal-title":"Proc Int Conf Inf Retr Knowl Manage (CAMP)"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3269287"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S18-1032"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2876674"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S17-2103"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2018.01.001"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1111\/j.1540-5907.2009.00428.x"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2016.07.001"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/11564096_55"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S17-2113"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S17-2088"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S17-2127"},{"key":"ref2","first-page":"481","article-title":"Using machine learning techniques for subjectivity analysis based on lexical and nonlexical features","volume":"14","author":"khan","year":"2017","journal-title":"Int Arab J Inf Technol"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.2200\/S00416ED1V01Y201204HLT016"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/1557019.1557117"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2012.07.022"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.75"},{"key":"ref24","first-page":"13","article-title":"Stochastic optimization techniques for quantification performance measures","volume":"1050","author":"narasimhan","year":"2016","journal-title":"Stat"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2014.07.032"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S16-1011"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S16-1006"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186015"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/BCD.2019.8885108"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-016-2401-x"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2848298"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2019.2915543"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-2037"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32959-4_9"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2011.03.019"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-016-0327-z"},{"key":"ref40","first-page":"186","article-title":"Sentiment analysis of bengali comments with Word2 Vec and sentiment information of words","author":"al-amin","year":"2017","journal-title":"Proc Int Conf Electr Comput Commun Eng (ECCE)"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/2700406"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2012.05.028"},{"key":"ref14","article-title":"Quantification in-the-wild: Data-sets and baselines","author":"beijbom","year":"2015","journal-title":"arXiv 1510 04811"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-008-0097-y"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3115\/1220175.1220187"},{"key":"ref17","first-page":"9","article-title":"Constructing accurate confidence intervals when aggregating social media data for public health monitoring","author":"daughton","year":"2019","journal-title":"Proc Int Workshop Health Intell"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1162\/089976602753284446"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA.2015.7344845"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-61893-7_17"},{"key":"ref3","first-page":"603","article-title":"Learning for microblogs with distant supervision: Political forecasting with twitter","author":"marchetti-bowick","year":"2012","journal-title":"Proc 13th Conf Eur Chapter Assoc Comput Linguistics"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.tourman.2018.09.010"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2020.2969533"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1080\/01605682.2018.1557021"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2019.1574989"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/IWAENC.2016.7602891"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-45068-6_15"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/AICCSA.2016.7945704"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICRITO.2016.7784960"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6639016"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/INTELCCT.2017.8324059"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s12559-018-9548-y"},{"key":"ref44","article-title":"Evaluation datasets for Twitter sentiment analysis: A survey and a new dataset, the STS-gold","author":"saif","year":"2013","journal-title":"Proc Workshop Emotion Sentiment Social Expressive Media Approaches Perspective AI (ESSEM)"},{"key":"ref43","first-page":"2009","article-title":"Twitter sentiment classification using distant supervision","volume":"1","author":"go","year":"2009","journal-title":"CS224N Project Report Stanford"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8948470\/09146134.pdf?arnumber=9146134","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T15:56:43Z","timestamp":1642003003000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9146134\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/access.2020.3011202","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]}}}