{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T13:06:30Z","timestamp":1753880790147,"version":"3.41.2"},"reference-count":42,"publisher":"World Scientific Pub Co Pte Ltd","issue":"13","funder":[{"DOI":"10.13039\/501100012456","name":"National Social Science Fund of China","doi-asserted-by":"publisher","award":["18BGL236"],"award-info":[{"award-number":["18BGL236"]}],"id":[{"id":"10.13039\/501100012456","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100021171","name":"Basic and Applied Basic Research Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2019B1515120085"],"award-info":[{"award-number":["2019B1515120085"]}],"id":[{"id":"10.13039\/501100021171","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012165","name":"Key Technologies Research and Development Program","doi-asserted-by":"publisher","award":["2021YFB3301801"],"award-info":[{"award-number":["2021YFB3301801"]}],"id":[{"id":"10.13039\/501100012165","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2023,10]]},"abstract":"<jats:p> The key to improve the service effect of virtual digital human is the personality trait recognition technology of users. However, the complexity of Chinese and the sparsity of short texts limit the accuracy of personality trait recognition. Therefore, we applied emotional features to the research of personality trait recognition and constructed a deep learning model for Chinese corpus personality trait recognition to improve the accuracy of personality trait recognition. The model ([Formula: see text] extracted semantic features and embedded emotional features through RoBERTa-wwm-ext Chinese pre-training model, BiLSTM neural network, and attention mechanism. Some experiments were carried out using two Chinese datasets with different scenes. The comparative experiments and ablation experiments showed that the overall effect of the personality trait recognition model ([Formula: see text] is the best, and the Macro-F1 value reaches 75.3%, which is significantly better than the existing models. The results showed that emotional features can significantly improve the accuracy of multi-label personality trait classification in both Chinese daily life scenarios and online scenarios. The proposed model can integrate emotional features and Chinese semantic features to improve the accuracy of personality traits recognition. These findings support the development of personality trait recognition and the application of virtual digital human. <\/jats:p>","DOI":"10.1142\/s0218001423560189","type":"journal-article","created":{"date-parts":[[2023,8,18]],"date-time":"2023-08-18T01:42:01Z","timestamp":1692322921000},"source":"Crossref","is-referenced-by-count":3,"title":["Construction of Multi-Label Personality Trait Recognition Model in Chinese Text Based on Emotional Features"],"prefix":"10.1142","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7788-2257","authenticated-orcid":false,"given":"Yan","family":"Gu","sequence":"first","affiliation":[{"name":"School of Management, Guangzhou University, Guangzhou 510006, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9270-0407","authenticated-orcid":false,"given":"Miao","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Management, Guangzhou University, Guangzhou 510006, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-2939-3248","authenticated-orcid":false,"given":"Liuqian","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Management, Guangzhou University, Guangzhou 510006, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9395-7535","authenticated-orcid":false,"given":"Yongjun","family":"Hu","sequence":"additional","affiliation":[{"name":"School of Management, Guangzhou University, Guangzhou 510006, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-1852-5642","authenticated-orcid":false,"given":"Yutong","family":"Zou","sequence":"additional","affiliation":[{"name":"School of Sunhaw International Business, Liaoning University, Shenyang 110136, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2023,10,6]]},"reference":[{"key":"S0218001423560189BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/S0747-5632(01)00034-6"},{"key":"S0218001423560189BIB002","doi-asserted-by":"publisher","DOI":"10.5391\/IJFIS.2021.21.3.310"},{"key":"S0218001423560189BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2015.07.030"},{"key":"S0218001423560189BIB005","doi-asserted-by":"publisher","DOI":"10.1109\/TASLP.2021.3124365"},{"issue":"10","key":"S0218001423560189BIB006","first-page":"1323","volume":"25","author":"Darliansyah A.","year":"2019","journal-title":"J. Univers. Comput. Sci."},{"issue":"3","key":"S0218001423560189BIB007","first-page":"281","volume":"49","author":"Deng W.","year":"2022","journal-title":"Comput. Sci."},{"key":"S0218001423560189BIB008","doi-asserted-by":"publisher","DOI":"10.1080\/07421222.2018.1451954"},{"key":"S0218001423560189BIB009","doi-asserted-by":"publisher","DOI":"10.1080\/02699939208411068"},{"key":"S0218001423560189BIB010","doi-asserted-by":"publisher","DOI":"10.1016\/j.eij.2021.05.004"},{"key":"S0218001423560189BIB011","first-page":"278","volume-title":"Proc. COLING 2016, the 26th Int. Conf. Computational Linguistics: System Demonstrations","author":"Fung P.","year":"2016"},{"key":"S0218001423560189BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.cag.2022.03.009"},{"key":"S0218001423560189BIB013","first-page":"8660828","volume":"2022","author":"Hu Y. J.","year":"2022","journal-title":"Comput. Intell. Neurosci."},{"key":"S0218001423560189BIB014","doi-asserted-by":"publisher","DOI":"10.1016\/j.matdes.2020.109176"},{"key":"S0218001423560189BIB015","doi-asserted-by":"publisher","DOI":"10.3390\/ijms232415473"},{"first-page":"150","volume-title":"2021 IEEE Int. Conf. Emergency Science and Information Technology (ICESIT)","author":"Jun H.","key":"S0218001423560189BIB016"},{"key":"S0218001423560189BIB017","doi-asserted-by":"publisher","DOI":"10.24251\/HICSS.2021.493"},{"key":"S0218001423560189BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2021.107101"},{"key":"S0218001423560189BIB020","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2017.23"},{"key":"S0218001423560189BIB021","doi-asserted-by":"publisher","DOI":"10.1016\/j.paid.2020.109969"},{"key":"S0218001423560189BIB022","doi-asserted-by":"publisher","DOI":"10.1016\/j.cag.2021.07.022"},{"key":"S0218001423560189BIB023","doi-asserted-by":"publisher","DOI":"10.1037\/pspp0000020"},{"first-page":"9","volume-title":"24th Wireless and Optical Communication Conf. (WOCC)","author":"Peng K. H.","key":"S0218001423560189BIB024"},{"key":"S0218001423560189BIB026","first-page":"41","volume-title":"Proc. 2008 New Zealand Computer Science Research Student Conference","volume":"143150","author":"Read J.","year":"2008"},{"key":"S0218001423560189BIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2021.102532"},{"issue":"10","key":"S0218001423560189BIB028","first-page":"953","volume":"19","author":"Seymour M.","year":"2018","journal-title":"J. Assoc. Inf. Syst."},{"first-page":"493","volume-title":"Proc. 28th ACM Int. Conf. Multimedia","author":"Shen G.","key":"S0218001423560189BIB029"},{"volume-title":"Proc. SPIE 5307, Storage and Retrieval Methods and Applications for Multimedia 2004","year":"2014","author":"Shen X.","key":"S0218001423560189BIB030"},{"key":"S0218001423560189BIB031","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-87481-2_26"},{"key":"S0218001423560189BIB032","doi-asserted-by":"publisher","DOI":"10.1080\/0951192X.2020.1757155"},{"issue":"5","key":"S0218001423560189BIB033","first-page":"1062","volume":"33","author":"Tian Z.","year":"2021","journal-title":"J. Syst. Simul."},{"key":"S0218001423560189BIB034","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-74958-5_38"},{"key":"S0218001423560189BIB035","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-020-02698-1"},{"key":"S0218001423560189BIB036","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2014.2341252"},{"key":"S0218001423560189BIB037","doi-asserted-by":"publisher","DOI":"10.54517\/met.v3i2.2131"},{"first-page":"305","volume-title":"Proc. Tenth ACM Int. Conf. Web Search and Data Mining","author":"Wei H.","key":"S0218001423560189BIB038"},{"key":"S0218001423560189BIB039","doi-asserted-by":"publisher","DOI":"10.3390\/s23031481"},{"issue":"01","key":"S0218001423560189BIB040","first-page":"102","volume":"2023","author":"Xu Q.","year":"2023","journal-title":"China Telev."},{"issue":"10","key":"S0218001423560189BIB041","first-page":"54","volume":"2021","author":"Yu G.","year":"2021","journal-title":"J. Mass Commun."},{"key":"S0218001423560189BIB042","doi-asserted-by":"publisher","DOI":"10.1016\/j.im.2022.103706"},{"key":"S0218001423560189BIB043","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-189348"},{"key":"S0218001423560189BIB044","doi-asserted-by":"publisher","DOI":"10.3724\/SP.J.1016.2010.01418"},{"key":"S0218001423560189BIB045","doi-asserted-by":"publisher","DOI":"10.1145\/3232077"}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001423560189","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,28]],"date-time":"2023-11-28T09:41:52Z","timestamp":1701164512000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218001423560189"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10]]},"references-count":42,"journal-issue":{"issue":"13","published-print":{"date-parts":[[2023,10]]}},"alternative-id":["10.1142\/S0218001423560189"],"URL":"https:\/\/doi.org\/10.1142\/s0218001423560189","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"type":"print","value":"0218-0014"},{"type":"electronic","value":"1793-6381"}],"subject":[],"published":{"date-parts":[[2023,10]]},"article-number":"2356018"}}