{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,23]],"date-time":"2026-07-23T16:13:00Z","timestamp":1784823180253,"version":"3.55.0"},"reference-count":32,"publisher":"Tech Science Press","issue":"2","license":[{"start":{"date-parts":[[2025,2,23]],"date-time":"2025-02-23T00:00:00Z","timestamp":1740268800000},"content-version":"vor","delay-in-days":53,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2024.058950","type":"journal-article","created":{"date-parts":[[2025,1,17]],"date-time":"2025-01-17T02:29:32Z","timestamp":1737080972000},"page":"3381-3397","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":2,"title":["External Knowledge-Enhanced Cross-Attention Fusion Model for Tobacco Sentiment Analysis"],"prefix":"10.32604","volume":"82","author":[{"given":"Lihua","family":"Xie","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ni","family":"Tang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qing","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","first-page":"1","article-title":"Sentiment analysis and opinion mining","volume":"5","author":"Liu","year":"2012","journal-title":"Synth. Lect. Hum. Lang. Technol."},{"key":"ref2","doi-asserted-by":"crossref","DOI":"10.1016\/j.ipm.2021.102784","article-title":"E-word of mouth sentiment analysis for user behavior studies","volume":"59","author":"Li","year":"2022","journal-title":"Inform. Process. Manag."},{"key":"ref3","article-title":"Twitter sentiment analysis from iran about COVID 19 vaccine","volume":"16","author":"Nezhad","year":"2022","journal-title":"Diabet. Metabol. Synd.: Clinic. Res. Rev."},{"key":"ref4","doi-asserted-by":"crossref","DOI":"10.3390\/app12083709","article-title":"A deep learning approach for sentiment analysis of COVID-19 reviews","volume":"12","author":"Singh","year":"2022","journal-title":"Appl. Sci."},{"key":"ref5","author":"Resende","year":"2015","journal-title":"A Demographic and Sentiment Analysis of E-Cigarette Messages on Twitter"},{"key":"ref6","article-title":"Emotional analysis of cigarette consumers based on cnn and bilstm deep learning model","volume":"1651","author":"Lin","year":"2020","journal-title":"J. Phy.: Conf. Series"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"1683","DOI":"10.25046\/aj0506200","article-title":"Sentiment analysis in english texts","volume":"5","author":"Alshamsi","year":"2021","journal-title":"Adv. Sci., Technol. Eng. Syst. J."},{"key":"ref8","first-page":"92","article-title":"Text sentiment analysis of online cigarette reviews","volume":"26","author":"Yang","year":"2020","journal-title":"Acta Tabacaria Sinica"},{"key":"ref9","first-page":"106","article-title":"An emotion classification method for cigarette consumers\u2019 evaluation based on combination of BILSTM and attention mechanism","volume":"55","author":"Rui","year":"2022","journal-title":"Tobacco Sci. Technol."},{"key":"ref10","series-title":"Proc. 2022 11th Int. Conf. Comput. Pattern Recognit.","first-page":"496","article-title":"An effective sentiment analysis model for tobacco consumption","author":"Hao","year":"2022"},{"key":"ref11","first-page":"503","article-title":"Research on construction method of dynamic sentiment dictionary based on bidirectional LSTM","volume":"40","author":"Li","year":"2019","journal-title":"J. Chin Comput. Syst."},{"key":"ref12","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2019.105030","article-title":"Word sense disambiguation: A comprehensive knowledge exploitation framework","volume":"190","author":"Wang","year":"2020","journal-title":"Knowl. Based Syst."},{"key":"ref13","first-page":"1","article-title":"Review of methods and applications of text sentiment analysis","volume":"5","author":"Jiawa","year":"2021","journal-title":"Data Anal. Knowl. Disc."},{"key":"ref14","article-title":"SVM optimization for sentiment analysis","volume":"9","author":"Ahmad","year":"2018","journal-title":"Int. J. Adv. Comput. Sci. Appl."},{"key":"ref15","series-title":"2021 12th Int. Conf. Inform. Commun. Syst. (ICICS)","first-page":"171","article-title":"Sentiment analysis of arabic tweets about violence against women using machine learning","author":"Alzyout","year":"2021"},{"key":"ref16","series-title":"2021 Int. Wireless Commun. Mobile Comput. (IWCMC)","first-page":"775","article-title":"Sentiment analysis using machine learning algorithms","author":"Jemai","year":"2021"},{"key":"ref17","article-title":"A novel machine learning approach for sentiment analysis on twitter incorporating the universal language model fine-tuning and SVM","volume":"5","author":"AlBadani","year":"2022","journal-title":"Appli. Syst. Innov."},{"key":"ref18","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/j.neucom.2020.01.006","article-title":"Bidirectional LSTM with self-attention mechanism and multi-channel features for sentiment classification","volume":"387","author":"Li","year":"2020","journal-title":"Neurocomputing"},{"key":"ref19","doi-asserted-by":"crossref","DOI":"10.1016\/j.asoc.2021.107792","article-title":"Sentiment classification using attention mechanism and bidirectional long short-term memory network","volume":"112","author":"Wu","year":"2021","journal-title":"Appl. Soft Comput."},{"key":"ref20","doi-asserted-by":"crossref","first-page":"12 405","DOI":"10.1007\/s11042-022-12410-4","article-title":"Sentiment analysis for user reviews using Bi-LSTM self-attention based CNN model","volume":"81","author":"Bhuvaneshwari","year":"2022","journal-title":"Multimed. Tools Appl."},{"key":"ref21","doi-asserted-by":"crossref","first-page":"21 517","DOI":"10.1109\/ACCESS.2022.3152828","article-title":"Roberta-LSTM: A hybrid model for sentiment analysis with transformer and recurrent neural network","volume":"10","author":"Tan","year":"2022","journal-title":"IEEE Access"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"23 497","DOI":"10.1109\/ACCESS.2022.3154107","article-title":"Sentiment analysis of weibo comments based on graph neural network","volume":"10","author":"Li","year":"2022","journal-title":"IEEE Access"},{"key":"ref23","series-title":"Proc. 2014 Conf. Empiric. Meth. Nat. Lang. Process. (EMNLP)","first-page":"1532","article-title":"GloVe: Global vectors for word representation","author":"Pennington","year":"2014"},{"key":"ref24","unstructured":"J. Devlin, M. -W. Chang, K. Lee, and K. Toutanova, \u201cBERT: Pre-training of deep bidirectional transformers for language understanding,\u201d 2018, arXiv:1810.04805."},{"key":"ref25","series-title":"Proc. 28th Int. Conf. Comput. Linguist.","first-page":"162","article-title":"METNet: A mutual enhanced transformation network for aspect-based sentiment analysis","author":"Jiang","year":"2020"},{"key":"ref26","doi-asserted-by":"crossref","unstructured":"D. Ma, S. Li, X. Zhang, and H. Wang, \u201cInteractive attention networks for aspect-level sentiment classification,\u201d 2017, arXiv:1709.00893.","DOI":"10.24963\/ijcai.2017\/568"},{"key":"ref27","doi-asserted-by":"crossref","unstructured":"C. Zhang, Q. Li, and D. Song, \u201cAspect-based sentiment classification with aspect-specific graph convolutional networks,\u201d 2019, arXiv:1909.03477.","DOI":"10.18653\/v1\/D19-1464"},{"key":"ref28","series-title":"2022 Int. Joint Conf. Neural Netw. (IJCNN)","first-page":"1","article-title":"Multi-grained syntactic dependency-aware graph convolution for aspect-based sentiment analysis","author":"Zhao","year":"2022"},{"key":"ref29","unstructured":"D. P. Kingma and J. Ba, \u201cAdam: A method for stochastic optimization,\u201d 2014, arXiv:1412.6980."},{"key":"ref30","series-title":"Proc. 2018 World Wide Web Conf.","first-page":"1165","article-title":"Sentiment analysis by capsules","author":"Wang","year":"2018"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"26199","DOI":"10.1109\/ACCESS.2023.3255990","article-title":"BiLSTM model with attention mechanism for sentiment classification on Chinese mixed text comments","volume":"11","author":"Xiaoyan","year":"2023","journal-title":"IEEE Access"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"2098","DOI":"10.1016\/j.jksuci.2022.02.025","article-title":"Bidirectional convolutional recurrent neural network architecture with group-wise enhance- ment mechanism for text sentiment classification","volume":"34","author":"Onan","year":"2022","journal-title":"J. King Saud Univ.-Comput. Inf. Sci."}],"container-title":["Computers, Materials & Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-82-2\/TSP_CMC_58950\/TSP_CMC_58950.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T06:10:16Z","timestamp":1763100616000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v82n2\/59484"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":32,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.058950","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2024-09-24","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-12-03","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-02-17","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}