{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T06:23:18Z","timestamp":1761805398577,"version":"3.40.3"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030299071"},{"type":"electronic","value":"9783030299088"}],"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\/978-3-030-29908-8_29","type":"book-chapter","created":{"date-parts":[[2019,8,23]],"date-time":"2019-08-23T01:03:32Z","timestamp":1566522212000},"page":"364-376","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["HRCR: Hidden Markov-Based Reinforcement to Reduce Churn in Question Answering Forums"],"prefix":"10.1007","author":[{"given":"Reza Hadi","family":"Mogavi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sujit","family":"Gujar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaojuan","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pan","family":"Hui","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,8,23]]},"reference":[{"issue":"6","key":"29_CR1","doi-asserted-by":"publisher","first-page":"716","DOI":"10.1109\/TAC.1974.1100705","volume":"19","author":"H Akaike","year":"1974","unstructured":"Akaike, H.: A new look at the statistical model identification. IEEE Trans. Autom. Control 19(6), 716\u2013723 (1974)","journal-title":"IEEE Trans. Autom. Control"},{"key":"29_CR2","doi-asserted-by":"crossref","unstructured":"Bosu, A., Corley, C.S., Heaton, D., Chatterji, D., Carver, J.C., Kraft, N.A.: Building reputation in stackoverflow: an empirical investigation. In: 2013 10th Working Conference on Mining Software Repositories (MSR), pp. 89\u201392. IEEE (2013)","DOI":"10.1109\/MSR.2013.6624013"},{"issue":"346","key":"29_CR3","doi-asserted-by":"publisher","first-page":"364","DOI":"10.1080\/01621459.1974.10482955","volume":"69","author":"MB Brown","year":"1974","unstructured":"Brown, M.B., Forsythe, A.B.: Robust tests for the equality of variances. J. Am. Stat. Assoc. 69(346), 364\u2013367 (1974)","journal-title":"J. Am. Stat. Assoc."},{"key":"29_CR4","doi-asserted-by":"crossref","unstructured":"Chang, S., Pal, A.: Routing questions for collaborative answering in community question answering. In: 2013 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2013), pp. 494\u2013501. IEEE (2013)","DOI":"10.1145\/2492517.2492559"},{"key":"29_CR5","unstructured":"Chen, S.S., Gopinath, R.A.: Model selection in acoustic modeling. In: Sixth European Conference on Speech Communication and Technology (1999)"},{"key":"29_CR6","unstructured":"Choi, S., Ha, H., Hwang, U., Kim, C., Ha, J.W., Yoon, S.: Reinforcement learning based recommender system using biclustering technique. arXiv preprint arXiv:1801.05532 (2018)"},{"key":"29_CR7","volume-title":"Pattern Recognition and Machine Learning","author":"MB Christopher","year":"2016","unstructured":"Christopher, M.B.: Pattern Recognition and Machine Learning, vol. 1. Springer, New York (2016)"},{"key":"29_CR8","unstructured":"Csikszentmihalyi, M.: Beyond Boredom and Anxiety. Josseybass, San Francisco. Well-Being: The Foundations of Hedonic Psychology, pp. 134\u2013154 (1975)"},{"key":"29_CR9","doi-asserted-by":"crossref","unstructured":"Dror, G., Koren, Y., Maarek, Y., Szpektor, I.: I want to answer; who has a question?: Yahoo! answers recommender system. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1109\u20131117. ACM (2011)","DOI":"10.1145\/2020408.2020582"},{"key":"29_CR10","doi-asserted-by":"crossref","unstructured":"Dror, G., Pelleg, D., Rokhlenko, O., Szpektor, I.: Churn prediction in new users of Yahoo! answers. In: Proceedings of the 21st International Conference on World Wide Web, pp. 829\u2013834. ACM (2012)","DOI":"10.1145\/2187980.2188207"},{"key":"29_CR11","doi-asserted-by":"crossref","unstructured":"Karnstedt, M., Hennessy, T., Chan, J., Hayes, C.: Churn in social networks: a discussion boards case study. In: 2010 IEEE Second International Conference on Social Computing, pp. 233\u2013240. IEEE (2010)","DOI":"10.1109\/SocialCom.2010.40"},{"key":"29_CR12","unstructured":"Li, C., Biswas, G.: A Bayesian approach to temporal data clustering using hidden Markov models. In: ICML, pp. 543\u2013550 (2000)"},{"key":"29_CR13","doi-asserted-by":"crossref","unstructured":"Movshovitz-Attias, D., Movshovitz-Attias, Y., Steenkiste, P., Faloutsos, C.: Analysis of the reputation system and user contributions on a question answering website: stackoverflow. In: Proceedings of the 2013 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining, pp. 886\u2013893. ACM (2013)","DOI":"10.1145\/2492517.2500242"},{"key":"29_CR14","doi-asserted-by":"crossref","unstructured":"Nakamura, J., Csikszentmihalyi, M.: Flow theory and research. In: Handbook of Positive Psychology, pp. 195\u2013206 (2009)","DOI":"10.1093\/oxfordhb\/9780195187243.013.0018"},{"issue":"CSCW","key":"29_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3274399","volume":"2","author":"Nigini Oliveira","year":"2018","unstructured":"Oliveira, N., Muller, M., Andrade, N., Reinecke, K.: The exchange in stackexchange: divergences between stack overflow and its culturally diverse participants. Proc. ACM Hum.-Comput. Interact. 2(CSCW), 130 (2018)","journal-title":"Proceedings of the ACM on Human-Computer Interaction"},{"key":"29_CR16","doi-asserted-by":"crossref","unstructured":"Pudipeddi, J.S., Akoglu, L., Tong, H.: User churn in focused question answering sites: characterizations and prediction. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 469\u2013474. ACM (2014)","DOI":"10.1145\/2567948.2576965"},{"issue":"1","key":"29_CR17","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1109\/MASSP.1986.1165342","volume":"3","author":"LR Rabiner","year":"1986","unstructured":"Rabiner, L.R., Juang, B.H.: An introduction to hidden Markov models. IEEE ASSP Mag. 3(1), 4\u201316 (1986)","journal-title":"IEEE ASSP Mag."},{"key":"29_CR18","doi-asserted-by":"crossref","unstructured":"San Pedro, J., Karatzoglou, A.: Question recommendation for collaborative question answering systems with RankSLDA. In: Proceedings of the 8th ACM Conference on Recommender Systems, pp. 193\u2013200. ACM (2014)","DOI":"10.1145\/2645710.2645736"},{"key":"29_CR19","volume-title":"Reinforcement Learning: An Introduction","author":"RS Sutton","year":"1998","unstructured":"Sutton, R.S., Barto, A.G.: Reinforcement Learning: An Introduction, vol. 1. MIT Press, Cambridge (1998)"},{"issue":"1","key":"29_CR20","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1111\/bmsp.12144","volume":"72","author":"X Tang","year":"2019","unstructured":"Tang, X., Chen, Y., Li, X., Liu, J., Ying, Z.: A reinforcement learning approach to personalized learning recommendation systems. Br. J. Math. Stat. Psychol. 72(1), 108\u2013135 (2019)","journal-title":"Br. J. Math. Stat. Psychol."},{"key":"29_CR21","doi-asserted-by":"crossref","unstructured":"Trimponias, G., Ma, X., Yang, Q.: Rating worker skills and task strains in collaborative crowd computing: a competitive perspective. In: The World Wide Web Conference, pp. 1853\u20131863. ACM (2019)","DOI":"10.1145\/3308558.3313569"},{"issue":"3\u20134","key":"29_CR22","first-page":"279","volume":"8","author":"CJ Watkins","year":"1992","unstructured":"Watkins, C.J., Dayan, P.: Q-learning. Mach. Learn. 8(3\u20134), 279\u2013292 (1992)","journal-title":"Mach. Learn."},{"key":"29_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10462-018-9654-y","volume":"52","author":"S Yuan","year":"2019","unstructured":"Yuan, S., Zhang, Y., Tang, J., Hall, W., Cabot\u00e0, J.B.: Expert finding in community question answering: a review. Artif. Intell. Rev. 52, 1\u201332 (2019)","journal-title":"Artif. Intell. Rev."},{"key":"29_CR24","doi-asserted-by":"crossref","unstructured":"Zhang, J., Ackerman, M.S., Adamic, L.: Expertise networks in online communities: structure and algorithms. In: Proceedings of the 16th International Conference on World Wide Web, pp. 221\u2013230. ACM (2007)","DOI":"10.1145\/1242572.1242603"},{"key":"29_CR25","doi-asserted-by":"crossref","unstructured":"Zheng, L., Chen, L.: Mutual benefit aware task assignment in a bipartite labor market. In: 2016 IEEE 32nd International Conference on Data Engineering (ICDE). pp. 73\u201384. IEEE (2016)","DOI":"10.1109\/ICDE.2016.7498230"}],"container-title":["Lecture Notes in Computer Science","PRICAI 2019: Trends in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-29908-8_29","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T15:22:11Z","timestamp":1709824931000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-29908-8_29"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030299071","9783030299088"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-29908-8_29","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"23 August 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PRICAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific Rim International Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Cuvu, Yanuka Island","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Fiji","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":"26 August 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 August 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pricai2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.pricai.org\/2019\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}