{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T18:19:24Z","timestamp":1743099564737,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":15,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819756179"},{"type":"electronic","value":"9789819756186"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-981-97-5618-6_19","type":"book-chapter","created":{"date-parts":[[2024,8,1]],"date-time":"2024-08-01T16:04:18Z","timestamp":1722528258000},"page":"224-236","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Multi-Granularity Semantic Extraction Method for Text Classification"],"prefix":"10.1007","author":[{"given":"Min","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeyu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Delong","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,8,1]]},"reference":[{"key":"19_CR1","doi-asserted-by":"publisher","first-page":"325","DOI":"10.1016\/j.neucom.2019.01.078","volume":"337","author":"G Liu","year":"2019","unstructured":"Liu, G., Guo, J.: Bidirectional lstm with attention mechanism and convolutional layer for text classification. Neurocomputing 337, 325\u2013338 (2019)","journal-title":"Neurocomputing"},{"key":"19_CR2","doi-asserted-by":"crossref","unstructured":"Kim, Y.: Convolutional neural networks for sentence classification (2014)","DOI":"10.3115\/v1\/D14-1181"},{"key":"19_CR3","unstructured":"Vaswani, A., et al.: Attention is all you need. Adv. Neural Inf. Process. Syst. 30 (2017)"},{"key":"19_CR4","unstructured":"Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018)"},{"key":"19_CR5","doi-asserted-by":"crossref","unstructured":"Jawahar, G., Sagot, B., Seddah, D.: What does bert learn about the structure of language? In: ACL 2019\u201357th Annual Meeting of the Association for Computational Linguistics (2019)","DOI":"10.18653\/v1\/P19-1356"},{"key":"19_CR6","doi-asserted-by":"publisher","first-page":"5016","DOI":"10.1007\/s10489-020-02101-8","volume":"51","author":"M Li","year":"2021","unstructured":"Li, M., Chen, L., Zhao, J., Li, Q.: Sentiment analysis of Chinese stock reviews based on bert model. Appl. Intell. 51, 5016\u20135024 (2021)","journal-title":"Appl. Intell."},{"issue":"12","key":"19_CR7","first-page":"3583","volume":"36","author":"X Huang","year":"2019","unstructured":"Huang, X., Liu, G., Liu, X., Yang, A.: Sentiment classification depth model based on word2vec and bi-directional lstm. Appl. Res. Comput. 36(12), 3583\u20133587 (2019)","journal-title":"Appl. Res. Comput."},{"key":"19_CR8","doi-asserted-by":"crossref","unstructured":"Yue, W., Li, L.: Sentiment analysis using word2vec-cnn-bilstm classification. In: 2020 Seventh International Conference on Social Networks Analysis, Management and Security (SNAMS), pp. 1\u20135. IEEE (2020)","DOI":"10.1109\/SNAMS52053.2020.9336549"},{"key":"19_CR9","doi-asserted-by":"crossref","unstructured":"Wang, Z., Li, C., Huang, M., Liu, S.: Research on intelligent classification method of seismic information text based on bert-bilstm optimization algorithm. In: 2022 IEEE 2nd International Conference on Computer Communication and Artificial Intelligence (CCAI), pp. 55\u201359. IEEE (2022)","DOI":"10.1109\/CCAI55564.2022.9807785"},{"key":"19_CR10","doi-asserted-by":"crossref","unstructured":"Abas, A.R., Elhenawy, I., Zidan, M., Othman, M.: Bert-cnn: a deep learning model for detecting emotions from text. Comput. Mater. Continua 71(2) (2022)","DOI":"10.32604\/cmc.2022.021671"},{"key":"19_CR11","unstructured":"Sun, Y., et al.: Ernie: Enhanced representation through knowledge integration. arXiv preprint arXiv:1904.09223 (2019)"},{"key":"19_CR12","doi-asserted-by":"crossref","unstructured":"Liu, H., et al.: Evaluation of the relevance of adverse drug reactions based on ernie-dpcnn. In: 2023 IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC), pp. 1525\u20131529. IEEE (2023)","DOI":"10.1109\/COMPSAC57700.2023.00235"},{"key":"19_CR13","unstructured":"THUCNews. https:\/\/gitee.com\/boomcale\/cls-thucnews\/tree\/master\/data\/input. Accessed 01 Mar 2023"},{"key":"19_CR14","unstructured":"TNews. https:\/\/aistudio.baidu.com\/datasetdetail\/152514. Accessed 15 June 2022"},{"key":"19_CR15","unstructured":"Chinese takeout reviews. http:\/\/www.idatascience.cn\/dataset-detail?table_id=429. Accessed 10 Aug 2021"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-97-5618-6_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,25]],"date-time":"2024-11-25T15:04:27Z","timestamp":1732547067000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-97-5618-6_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9789819756179","9789819756186"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-981-97-5618-6_19","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"1 August 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Tianjin","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 August 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 August 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2024\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}