{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T04:07:37Z","timestamp":1769832457781,"version":"3.49.0"},"reference-count":3,"publisher":"SAGE Publications","issue":"6","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2022,11,11]]},"abstract":"<jats:p>Sentiment analysis is a task that belongs to natural language processing and it is highly used in texts extracted from social networks. This task consists of assigning the labels or classes: positive, negative or neutral to the text. However, analyzing a piece of text extracted from social networks to determine if it represents a positive or negative sentiment is a difficult task, because social media texts contain slangs, typographical errors and cultural context. The shortcomings of traditional frequency based feature extraction models such as bag of words or TF-IDF affect the accuracy of sentiment classification. To improve the precision in the sentiment classification task, it is possible to use natural language modelling methods that are able to learn contextual information from words. In this work, word embedding such as Word2Vec, GloVe and Doc2VecC with different dimensions are used. The resulting word vectors will be used to train recurring neural networks such as LSTM, BiLSTM, GRU and BiGRU, to improve sentiment classification.<\/jats:p>","DOI":"10.3233\/jifs-211909","type":"journal-article","created":{"date-parts":[[2022,9,2]],"date-time":"2022-09-02T11:23:35Z","timestamp":1662117815000},"page":"6953-6963","source":"Crossref","is-referenced-by-count":0,"title":["Evaluation of deep learning models for sentiment analysis"],"prefix":"10.1177","volume":"43","author":[{"given":"Nayeli","family":"Hern\u00e1ndez","sequence":"first","affiliation":[{"name":"Instituto Polit\u00e9cnico Naciona, Centro de Investigaci\u00f3n en C\u00f3mputo, Laboratorio de Procesamiento de Lenguaje Natural, Av. Juan de Dios B\u00e1tiz, Nueva Industrial Vallejo, Gustavo A. Madero, CDMX, M\u00e9xico"}]},{"given":"Ildar","family":"Batyrshin","sequence":"additional","affiliation":[{"name":"Instituto Polit\u00e9cnico Naciona, Centro de Investigaci\u00f3n en C\u00f3mputo, Laboratorio de Procesamiento de Lenguaje Natural, Av. Juan de Dios B\u00e1tiz, Nueva Industrial Vallejo, Gustavo A. Madero, CDMX, M\u00e9xico"}]},{"given":"Grigori","family":"Sidorov","sequence":"additional","affiliation":[{"name":"Instituto Polit\u00e9cnico Naciona, Centro de Investigaci\u00f3n en C\u00f3mputo, Laboratorio de Procesamiento de Lenguaje Natural, Av. Juan de Dios B\u00e1tiz, Nueva Industrial Vallejo, Gustavo A. Madero, CDMX, M\u00e9xico"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-211909_ref4","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1016\/j.comcom.2020.04.002","article-title":"Multi-source social media data sentiment analysis using bidirectional recurrent convolutional neural networks","volume":"157","author":"Fazeel Abid","year":"2020","journal-title":"Computer Communications"},{"key":"10.3233\/JIFS-211909_ref11","unstructured":"Duda R.O. , Hart P.E. , Stork D.G. Pattern classification (Vol. 2), New York: Wiley, 1973."},{"key":"10.3233\/JIFS-211909_ref16","doi-asserted-by":"crossref","first-page":"617","DOI":"10.1007\/s10115-018-1236-4","article-title":"A survey of sentiment analysis in social media,","volume":"60","author":"Yue","year":"2019","journal-title":"Knowl Inf Syst"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-211909","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T14:26:13Z","timestamp":1769783173000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-211909"}},"subtitle":[],"editor":[{"given":"Ildar","family":"Batyrshin","sequence":"additional","affiliation":[]},{"given":"Fernando","family":"Gomide","sequence":"additional","affiliation":[]},{"given":"Vladik","family":"Kreinovich","sequence":"additional","affiliation":[]},{"given":"Shahnaz","family":"Shahbazova","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2022,11,11]]},"references-count":3,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.3233\/jifs-211909","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,11,11]]}}}