{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T20:58:49Z","timestamp":1763499529093},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030301453"},{"type":"electronic","value":"9783030301460"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"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":[[2019]]},"DOI":"10.1007\/978-3-030-30146-0_52","type":"book-chapter","created":{"date-parts":[[2019,8,17]],"date-time":"2019-08-17T22:02:28Z","timestamp":1566079348000},"page":"780-798","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Dynamical Rating Prediction with Topic Words of Reviews: A Hierarchical Analysis Approach"],"prefix":"10.1007","author":[{"given":"Huibing","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Hao","family":"Zhong","sequence":"additional","affiliation":[]},{"given":"Qing","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Fei","family":"Jia","sequence":"additional","affiliation":[]},{"given":"Ya","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Fang","family":"Pan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,8,18]]},"reference":[{"key":"52_CR1","unstructured":"Brody, S., Elhadad, N.: An unsupervised aspect-sentiment model for online reviews. In: Proceedings of Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, Los Angeles, California, USA, 2\u20134 June 2010, pp. 804\u2013812 (2010)"},{"key":"52_CR2","doi-asserted-by":"crossref","unstructured":"Titov, I., McDonald, R.T.: Modeling online reviews with multi-grain topic models. In: Proceedings of the 17th International Conference on World Wide Web, WWW 2008, Beijing, China, 21\u201325 April 2008, pp. 111\u2013120 (2008)","DOI":"10.1145\/1367497.1367513"},{"issue":"5","key":"52_CR3","first-page":"58","volume":"58","author":"X Tang","year":"2014","unstructured":"Tang, X., Xiang, K.: Hotspot mining based on LDA model and microblog heat. Libr. Inf. Serv. 58(5), 58\u201363 (2014)","journal-title":"Libr. Inf. Serv."},{"issue":"2","key":"52_CR4","doi-asserted-by":"publisher","first-page":"330","DOI":"10.1109\/TKDE.2016.2625790","volume":"29","author":"S-J Shin","year":"2017","unstructured":"Shin, S.-J., Moon, I.-C.: Guided HTM: hierarchical topic model with Dirichlet forest priors. IEEE Trans. Knowl. Data Eng. 29(2), 330\u2013343 (2017)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"52_CR5","unstructured":"Bingyu, L., Cuirong, W., Cong, W.: Microblog community discovery algorithm based on dynamic topic model with multidimensional data fusion. J. Softw. 28(2), 246\u2013261 (2017)"},{"issue":"10","key":"52_CR6","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1080\/0144929X.2017.1322145","volume":"36","author":"Federica Cena","year":"2017","unstructured":"Cena, F., Gena, C., Grillo, P., Kuflik, T., Vernero, F., Wecker, A.J.: How scales influence user rating behaviour in recommender systems. Behav. Inf. Technol. 36(10), 985\u20131004 (2017)","journal-title":"Behaviour & Information Technology"},{"key":"52_CR7","doi-asserted-by":"publisher","first-page":"62815","DOI":"10.1109\/ACCESS.2018.2877137","volume":"6","author":"Yuyu Yin","year":"2018","unstructured":"Yin, Y., Chen, L., Xu, Y., Jian, W.: Location-aware service recommendation with enhanced probabilistic matrix factorization. IEEE Access 6, 62815\u201362825 (2018)","journal-title":"IEEE Access"},{"issue":"7","key":"52_CR8","doi-asserted-by":"publisher","first-page":"358","DOI":"10.3390\/e19070358","volume":"19","author":"Yuyu Yin","year":"2017","unstructured":"Yin, Y., Xu, Y., Xu, W., Min, G., Yu, L., Pei, Y.: Collaborative service selection via ensemble learning in mixed mobile network environments. Entropy 19(7), 358 (2017)","journal-title":"Entropy"},{"issue":"2","key":"52_CR9","doi-asserted-by":"crossref","first-page":"155014771876158","DOI":"10.1177\/1550147718761583","volume":"14","author":"H Gao","year":"2018","unstructured":"Gao, H., Zhang, K., Yang, J., et al.: Applying improved particle swarm optimization for dynamic service composition focusing on quality of service evaluations under hybrid networks. Int. J. Distrib. Sens. Netw. 14(2), 1550147718761583 (2018)","journal-title":"Int. J. Distrib. Sens. Netw."},{"key":"52_CR10","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1007\/978-1-4899-7637-6_3","volume-title":"Recommender Systems Handbook","author":"Y Koren","year":"2015","unstructured":"Koren, Y., Bell, R.: Advances in collaborative filtering. In: Ricci, F., Rokach, L., Shapira, B. (eds.) Recommender Systems Handbook, pp. 77\u2013118. Springer, Boston (2015). https:\/\/doi.org\/10.1007\/978-1-4899-7637-6_3"},{"key":"52_CR11","doi-asserted-by":"crossref","unstructured":"Jo, Y., Oh, A.H.: Aspect and sentiment unification model for online review analysis. In: Proceedings of the Forth International Conference on Web Search and Web Data Mining, WSDM 2011, Hong Kong, China, 9\u201312 February 2011, pp. 815\u2013824 (2011)","DOI":"10.1145\/1935826.1935932"},{"key":"52_CR12","unstructured":"Titov, I., McDonald, R.T.: A joint model of text and aspect ratings for sentiment summarization. In: Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics, ACL 2008, Columbus, Ohio, USA, 15\u201320 June 2008, pp. 308\u2013316 (2008)"},{"key":"52_CR13","doi-asserted-by":"crossref","unstructured":"Zhang, W., Xu, M., Jiang, Q.: Opinion mining and sentiment analysis in social media: challenges and applications. In: Proceedings of HCI in Business, Government, and Organizations - 5th International Conference Held as Part of HCI International 2018, HCIBGO 2018, Las Vegas, NV, USA, 15\u201320 July 2018, pp. 536\u2013548 (2018)","DOI":"10.1007\/978-3-319-91716-0_43"},{"key":"52_CR14","unstructured":"Goulart, H.X., Tosi, M.D.L., Gon\u00e7alves, D.S., Maia, R.F., Wachs-Lopes, G.A.: Hybrid model for word prediction using Naive Bayes and latent information. CoRR, abs\/1803.00985 (2018)"},{"key":"52_CR15","unstructured":"Keith, T., Debra, Y., Kathleen F.M., Christopher A.P.: Topic modeling in fringe word prediction for AAC. In: Proceedings of the 11th International Conference on Intelligent User Interfaces, IUI 2006, Sydney, Australia, January 29\u2013February 1 2006, pp. 276\u2013278 (2006)"},{"key":"52_CR16","unstructured":"Tang, D., Qin, B., Liu, T., Yang, Y.: User modeling with neural network for review rating prediction. In: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, 25\u201331 July 2015, pp. 1340\u20131346 (2015)"},{"key":"52_CR17","doi-asserted-by":"crossref","unstructured":"Seo, S., Huang, J., Yang, H., Liu, Y.: Interpretable convolutional neural networks with dual local and global attention for review rating prediction. In: Proceedings of the Eleventh ACM Conference on Recommender Systems, RecSys 2017, Como, Italy, 27\u201331 August 2017, pp. 297\u2013305 (2017)","DOI":"10.1145\/3109859.3109890"},{"key":"52_CR18","first-page":"209","volume":"2","author":"C Ma","year":"2017","unstructured":"Ma, C., Chen, W.: A review topic analysis method for rating prediction. J. Chin. Inf. Process. 2, 209\u2013216 (2017)","journal-title":"J. Chin. Inf. Process."},{"issue":"11","key":"52_CR19","first-page":"3201","volume":"37","author":"Y Ji","year":"2017","unstructured":"Ji, Y., Li, Y., Shi, C.: Aspect rating prediction based on heterogeneous network and topic model. J. Comput. Appl. 37(11), 3201\u20133206 (2017)","journal-title":"J. Comput. Appl."},{"issue":"12","key":"52_CR20","first-page":"469","volume":"8","author":"G-S Fang","year":"2017","unstructured":"Fang, G.-S., Kamei, S., Fujita, S.: Rating prediction with topic gradient descent method for matrix factorization in recommendation. Int. J. Adv. Comput. Sci. Appl. 8(12), 469\u2013476 (2017)","journal-title":"Int. J. Adv. Comput. Sci. Appl."},{"issue":"11","key":"52_CR21","doi-asserted-by":"publisher","first-page":"3013","DOI":"10.1109\/TKDE.2016.2598740","volume":"28","author":"W Zhang","year":"2016","unstructured":"Zhang, W., Wang, J.: Integrating topic and latent factors for scalable personalized review-based rating prediction. IEEE Trans. Knowl. Data Eng. 28(11), 3013\u20133027 (2016)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"52_CR22","doi-asserted-by":"crossref","unstructured":"McAuley, J., Leskovec, J.: Hidden factors and hidden topics: understanding rating dimensions with review text. In: Proceedings of the 7th ACM Conference on Recommender Systems, pp. 165\u2013172. ACM (2013)","DOI":"10.1145\/2507157.2507163"},{"key":"52_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1007\/978-3-319-21042-1_20","volume-title":"Web-Age Information Management","author":"R Zhang","year":"2015","unstructured":"Zhang, R., et al.: Review comment analysis for predicting ratings. In: Dong, X.L., Yu, X., Li, J., Sun, Y. (eds.) WAIM 2015. LNCS, vol. 9098, pp. 247\u2013259. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-21042-1_20"},{"key":"52_CR24","unstructured":"Blei, D.M., Griffiths, T.L., Jordan, M.I., Tenenbaum, J.B.: Hierarchical topic models and the nested Chinese restaurant process. In: Advances in Neural Information Processing Systems 16, NIPS 2003, Vancouver and Whistler, British Columbia, Canada, 8\u201313 December 2003, pp. 17\u201324 (2003)"},{"key":"52_CR25","doi-asserted-by":"crossref","unstructured":"Paranjpe, D.: Learning document aboutness from implicit user feedback and document structure. In: Proceedings of the 18th ACM Conference on Information and Knowledge Management, CIKM 2009, Hong Kong, China, pp. 365\u2013374, 2\u20136 November 2009","DOI":"10.1145\/1645953.1646002"},{"key":"52_CR26","doi-asserted-by":"crossref","unstructured":"Gupta, M.S.: Predicting click through rate for job listings. In: Proceedings of the 18th International Conference on World Wide Web, WWW 2009, Madrid, Spain, pp. 1053\u20131054, 20\u201324 April 2009","DOI":"10.1145\/1526709.1526852"},{"key":"52_CR27","doi-asserted-by":"crossref","unstructured":"Wang, Y., Feng, D., Li, D., Chen, X., Zhao, Y., Niu, X.: A mobile recommendation system based on logistic regression and gradient boosting decision trees. In: 2016 International Joint Conference on Neural Networks, IJCNN 2016, Vancouver, BC, Canada, pp. 1896\u20131902, 24\u201329 July 2016","DOI":"10.1109\/IJCNN.2016.7727431"}],"container-title":["Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","Collaborative Computing: Networking, Applications and Worksharing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-30146-0_52","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,19]],"date-time":"2023-09-19T06:22:17Z","timestamp":1695104537000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-30146-0_52"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030301453","9783030301460"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-30146-0_52","relation":{},"ISSN":["1867-8211","1867-822X"],"issn-type":[{"type":"print","value":"1867-8211"},{"type":"electronic","value":"1867-822X"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"18 August 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CollaborateCom","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Collaborative Computing: Networking, Applications and Worksharing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"London","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Kingdom","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 August 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 August 2019","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":"colcom2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/collaboratecom.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}