{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T03:54:26Z","timestamp":1775274866634,"version":"3.50.1"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030029333","type":"print"},{"value":"9783030029340","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-02934-0_15","type":"book-chapter","created":{"date-parts":[[2018,11,19]],"date-time":"2018-11-19T00:42:53Z","timestamp":1542588173000},"page":"157-169","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Extracting 5W from Baidu Hot News Search Words for Societal Risk Events Analysis"],"prefix":"10.1007","author":[{"given":"Nuo","family":"Xu","sequence":"first","affiliation":[]},{"given":"Xijin","family":"Tang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,11,20]]},"reference":[{"key":"15_CR1","doi-asserted-by":"publisher","first-page":"556","DOI":"10.1016\/j.jhazmat.2006.10.070","volume":"144","author":"DJ Ball","year":"2007","unstructured":"Ball, D.J., Boehmer-Christiansen, S.: Societal concerns and risk decisions. J. Hazard. Mater. 144, 556\u2013563 (2007)","journal-title":"J. Hazard. Mater."},{"key":"15_CR2","series-title":"Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","doi-asserted-by":"publisher","first-page":"2266","DOI":"10.1007\/978-3-642-02469-6_104","volume-title":"Complex Sciences","author":"R Zheng","year":"2009","unstructured":"Zheng, R., Shi, K., Li, S.: The influence factors and mechanism of societal risk perception. In: Zhou, J. (ed.) Complex 2009. LNICST, vol. 5, pp. 2266\u20132275. Springer, Heidelberg (2009). https:\/\/doi.org\/10.1007\/978-3-642-02469-6_104"},{"key":"15_CR3","doi-asserted-by":"crossref","unstructured":"Dong, Y.H., Chen, H., Tang, X.J., Qian, W.N., Zhou, A.Y.: Prediction of social mood on Chinese societal risk perception. In: Proceedings of International Conference on Behavioral, Economic and Socio-Cultural Computing, pp. 102\u2013108 (2015)","DOI":"10.1109\/BESC.2015.7365966"},{"key":"15_CR4","doi-asserted-by":"crossref","unstructured":"Tang, X.J.: Applying search words and BBS posts to societal risk perception and harmonious society measurement. In: Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, pp. 2191\u20132196 (2013)","DOI":"10.1109\/SMC.2013.375"},{"key":"15_CR5","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1007\/978-981-10-6989-5_15","volume-title":"Knowledge and Systems Sciences","author":"N Xu","year":"2017","unstructured":"Xu, N., Tang, X.: Societal risk and stock market volatility in china: a causality analysis. In: Chen, J., Theeramunkong, T., Supnithi, T., Tang, X. (eds.) KSS 2017. CCIS, vol. 780, pp. 175\u2013185. Springer, Singapore (2017). https:\/\/doi.org\/10.1007\/978-981-10-6989-5_15"},{"key":"15_CR6","doi-asserted-by":"publisher","first-page":"469","DOI":"10.1007\/s11518-013-5238-1","volume":"22","author":"XJ Tang","year":"2013","unstructured":"Tang, X.J.: Exploring on-line societal risk perception for harmonious society measurement. J. Syst. Sci. Syst. Eng. 22, 469\u2013486 (2013)","journal-title":"J. Syst. Sci. Syst. Eng."},{"key":"15_CR7","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"580","DOI":"10.1007\/978-3-642-39787-5_49","volume-title":"Knowledge Science, Engineering and Management","author":"Y Hu","year":"2013","unstructured":"Hu, Y., Tang, X.: Using support vector machine for classification of Baidu hot word. In: Wang, M. (ed.) KSEM 2013. LNCS (LNAI), vol. 8041, pp. 580\u2013590. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-39787-5_49"},{"key":"15_CR8","doi-asserted-by":"crossref","unstructured":"Zhou, Y.J., Xu, B., Xu, J.M., Yang, L., Li, C.L.: Compositional recurrent neural networks for Chinese short text classification. In: International Conference on Web Intelligence, pp. 137\u2013144 (2017)","DOI":"10.1109\/WI.2016.0029"},{"key":"15_CR9","doi-asserted-by":"publisher","first-page":"806","DOI":"10.1016\/j.neucom.2015.09.096","volume":"174","author":"P Wang","year":"2016","unstructured":"Wang, P., Xu, B., Xu, J.M., et al.: Semantic expansion using word embedding clustering and convolutional neural network for improving short text classification. Neurocomputing 174, 806\u2013814 (2016)","journal-title":"Neurocomputing"},{"key":"15_CR10","doi-asserted-by":"crossref","unstructured":"Li, H., Ji, H., Zhao, L.: Social event extraction: task, challenges and techniques. In: Proceedings of International Conference on Advances in Social Networks Analysis and Mining, pp. 526\u2013532. IEEE (2015)","DOI":"10.1145\/2808797.2809413"},{"key":"15_CR11","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.ipl.2008.03.011","volume":"22","author":"YY Zhao","year":"2008","unstructured":"Zhao, Y.Y., Qin, B., Che, W.X., Liu, T.: Research on Chinese event extraction. J. Chin. Inf. Process. 22, 3\u20138 (2008). (in Chinese)","journal-title":"J. Chin. Inf. Process."},{"key":"15_CR12","unstructured":"Lafferty, J., McCallum, A., Pereira, F.: Conditional random fields: probabilistic models for segmenting and labeling sequence data. In: Proceedings of the Eighteenth International Conference on Machine Learning, ICML, vol. 1, pp. 282\u2013289 (2001)"},{"key":"15_CR13","first-page":"77","volume":"21","author":"CY Zhang","year":"2011","unstructured":"Zhang, C.Y.: Text categorization model based on conditional random fields. Comput. Technol. Dev. 21, 77\u201380 (2011)","journal-title":"Comput. Technol. Dev."},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Zhao, J., Liu, K., Wang, G.: Adding redundant features for CRFs-based sentence sentiment classification. In: Proceedings of Conference on Empirical Methods in Natural Language, pp. 117\u2013126 (2008)","DOI":"10.3115\/1613715.1613733"},{"key":"15_CR15","doi-asserted-by":"crossref","unstructured":"Sudhof, M., Gom\u00e9z Emilsson, A., Maas, A.L., Potts, C.: Sentiment expression conditioned by affective transitions and social forces. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1136\u20131145 (2014)","DOI":"10.1145\/2623330.2623687"},{"key":"15_CR16","first-page":"978","volume":"32","author":"TT Li","year":"2015","unstructured":"Li, T.T., Ji, D.H.: Sentiment analysis of micro-blog based on SVM and CRF using various combinations of features. Appl. Res. Comput. 32, 978\u2013981 (2015)","journal-title":"Appl. Res. Comput."},{"key":"15_CR17","unstructured":"Mihalcea, R., Tarau, P.: TextRank: bringing order into text. In: EMNLP, pp. 404\u2013411(2004)"},{"key":"15_CR18","unstructured":"Liang, W., Huang, C.N.: Extracting keyphrases from Chinese news articles using textrank and query log knowledge? In: Proceedings of the 23rd Asia Conference on Language, Information and Computation, pp. 733\u2013740 (2009)"},{"key":"15_CR19","doi-asserted-by":"crossref","unstructured":"Rahman, M.M., Roy, C.K.: TextRank based search term identification for software change tasks. In: Proceedings of International Conference on Software Analysis, Evolution and Reengineering, pp. 540\u2013544. IEEE (2015)","DOI":"10.1109\/SANER.2015.7081873"}],"container-title":["Lecture Notes in Computer Science","Web Information Systems and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-02934-0_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T03:08:42Z","timestamp":1775272122000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-02934-0_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030029333","9783030029340"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-02934-0_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"20 November 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WISA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Web Information Systems and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Taiyuan","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":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"wisa22018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/jisq.nju.edu.cn\/wisa2018\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"103","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"29","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"16","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"28% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}