{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T18:13:58Z","timestamp":1787163238955,"version":"3.56.0"},"reference-count":69,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2019,4,1]],"date-time":"2019-04-01T00:00:00Z","timestamp":1554076800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,4,1]],"date-time":"2019-04-01T00:00:00Z","timestamp":1554076800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,4,1]],"date-time":"2019-04-01T00:00:00Z","timestamp":1554076800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Ind. Inf."],"published-print":{"date-parts":[[2019,4]]},"DOI":"10.1109\/tii.2018.2867174","type":"journal-article","created":{"date-parts":[[2018,8,24]],"date-time":"2018-08-24T15:59:27Z","timestamp":1535126367000},"page":"2124-2135","source":"Crossref","is-referenced-by-count":169,"title":["A Knowledge-Based Recommendation System That Includes Sentiment Analysis and Deep Learning"],"prefix":"10.1109","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5839-0692","authenticated-orcid":false,"given":"Renata Lopes","family":"Rosa","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gisele Maria","family":"Schwartz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wilson Vicente","family":"Ruggiero","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5401-7551","authenticated-orcid":false,"given":"Demostenes Zegarra","family":"Rodriguez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.4018\/jswis.2011010103"},{"key":"ref38","first-page":"1055","article-title":"Semantic web recommendation application","author":"?azaruk","year":"0","journal-title":"Proc Federated Conf Comput Sci Inform Syst"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ISCE.2013.6570158"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE.2015.7066455"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.10.065"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2168752.2168771"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/2018396.2018423"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21180"},{"key":"ref35","first-page":"26","article-title":"Twitter as a comparable corpus to build multilingual affective lexicons","author":"fraisse","year":"0","journal-title":"Proceedings of the 2nd Workshop on Building and Using Comparable Corpora"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1111\/j.1083-6101.2005.tb00238.x"},{"key":"ref60","first-page":"11","article-title":"Prediction of depression among senior citizens using machine learning classifiers","volume":"144","author":"bhakta","year":"2016","journal-title":"Int J Comput Appl"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1303"},{"key":"ref61","first-page":"2493","article-title":"Natural language processing (almost) from scratch","volume":"12","author":"collobert","year":"2011","journal-title":"J Mach Learn Res"},{"key":"ref63","first-page":"219","article-title":"End-to-end recurrent neural network models for vietnamese named entity recognition: Word-level vs. character-level","author":"pham","year":"0","journal-title":"Proc 15th Int Conf Pacific Assoc Comput Ling"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2007.4352662"},{"key":"ref64","first-page":"93","article-title":"A new anew: Evaluation of a word list for sentiment analysis in microblogs","author":"nielsen","year":"0","journal-title":"Proc ESWC Workshop ‘Making Sense Microposts"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ASONAM.2016.7752367"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2015.09.050"},{"key":"ref66","article-title":"Theano: A CPU and GPU math expression compiler","volume":"4","author":"bergstra","year":"0","journal-title":"Proc Python Sci Comput Conf"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/T-AFFC.2011.23"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2008.2002909"},{"key":"ref68","year":"2006","journal-title":"International standard classification of education"},{"key":"ref69","first-page":"396","article-title":"Advances in neural information processing systems 2","author":"cun","year":"1990"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2017.2753202"},{"key":"ref1","first-page":"37","article-title":"The use of social media for communication","volume":"4","author":"glavan","year":"2016","journal-title":"Official Stat Eur Level Romanian Statist Rev"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1101"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2017.2730846"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1030"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2706674"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2017.23"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-57529-2_9"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.02.002"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-015-0842-3"},{"key":"ref51","first-page":"201","article-title":"A depression detection model based on sentiment analysis in micro-blog social network","author":"wang","year":"0","journal-title":"Trends and Applications in Knowledge Discovery and Data Mining"},{"key":"ref59","article-title":"Multimodal depression detection:fusion analysis of paralinguistic, head pose and eye gaze behaviors","author":"alghowinem","year":"0","journal-title":"IEEE Trans Affect Comput"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.specom.2011.01.011"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1080\/02699939208411068"},{"key":"ref56","first-page":"130","article-title":"Evaluation of classification methods for indonesian text emotion detection","author":"winarsih","year":"0","journal-title":"Proc IEEE Int Seminar Appl Technol Inf Commun"},{"key":"ref55","first-page":"1347","article-title":"Target-dependent twitter sentiment classification with rich automatic features","author":"vo","year":"0","journal-title":"Proc 24th Int Conf Artif Intell"},{"key":"ref54","first-page":"1301","article-title":"Efficient estimation of word representations in vector space","author":"mikolov","year":"2013","journal-title":"CoRR"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2014.2349359"},{"key":"ref52","first-page":"136","article-title":"Speech vs. text: A comparative analysis of features for depression detection systems","author":"morales","year":"0","journal-title":"Proc IEEE Spoken Lang Technol Workshop"},{"key":"ref10","first-page":"161","article-title":"World health statistics 2016: Monitoring health for the sdgs sustainable development goals, world health statistics annual","year":"2016","journal-title":"World Health Org"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2018.2832251"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TCE.2011.5955246"},{"key":"ref12","article-title":"A continuous non-invasive arterial pressure (cnap) approach for health 4.0 systems","author":"sannino","year":"0","journal-title":"IEEE Trans Ind Inform"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MCE.2017.2715578"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICSIPA.2017.8120571"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2017.8037730"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1007\/978-3-319-06269-3_10","article-title":"Detecting adolescent psychological pressures from micro-blog","author":"xue","year":"2014","journal-title":"Health Information Science"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2702123.2702280"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2531602.2531675"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2015.09.007"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE.2016.7430656"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TCE.2015.7298296"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2017.2686382"},{"key":"ref5","author":"weiner","year":"2008","journal-title":"Handbook of Personality Assessment"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1007\/978-3-319-55394-8_2","article-title":"Many facets of sentiment analysis","author":"liu","year":"2017","journal-title":"A Practical Guide to Sentiment Analysis"},{"key":"ref7","first-page":"295","article-title":"I’m sad you’re sad: Emotional contagion in cmc","author":"hancock","year":"0","journal-title":"Proc ACM Conf Comput Supported Cooperative Work"},{"key":"ref49","article-title":"Anger is more influential than joy: Sentiment correlation in weibo","volume":"1309","author":"fan","year":"2013","journal-title":"CoRR"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ISM.Workshops.2007.92"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1080\/02699930441000030"},{"key":"ref45","first-page":"102","article-title":"The psychology of word use in depression forums in english and in spanish: Testing two text analytic approaches","author":"ramirez-esparza","year":"0","journal-title":"Proc Int Conf Weblogs and Social Media"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2014.2315623"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1097\/00006842-200107000-00001"},{"key":"ref42","first-page":"295","article-title":"The discrete emotions questionnaire: A new tool for measuring state self-reported emotions","volume":"11","year":"2016","journal-title":"PLoS ONE"},{"key":"ref41","first-page":"3602","article-title":"Analysis of the state of the topic","author":"del castillo","year":"2008","journal-title":"Hipertext net"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2013.10.002"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2010.5627469"}],"container-title":["IEEE Transactions on Industrial Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9424\/8681658\/08445585.pdf?arnumber=8445585","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,13]],"date-time":"2022-07-13T16:42:59Z","timestamp":1657730579000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8445585\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4]]},"references-count":69,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tii.2018.2867174","relation":{},"ISSN":["1551-3203","1941-0050"],"issn-type":[{"value":"1551-3203","type":"print"},{"value":"1941-0050","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4]]}}}