{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T20:05:12Z","timestamp":1743019512761,"version":"3.40.3"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030731991"},{"type":"electronic","value":"9783030732004"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","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":[[2021]]},"DOI":"10.1007\/978-3-030-73200-4_8","type":"book-chapter","created":{"date-parts":[[2021,4,6]],"date-time":"2021-04-06T18:02:46Z","timestamp":1617732166000},"page":"115-131","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Considering Interaction Sequence of Historical Items for Conversational Recommender System"],"prefix":"10.1007","author":[{"given":"Xintao","family":"Tian","sequence":"first","affiliation":[]},{"given":"Yongjing","family":"Hao","sequence":"additional","affiliation":[]},{"given":"Pengpeng","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Deqing","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yanchi","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Victor S.","family":"Sheng","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,4,6]]},"reference":[{"key":"8_CR1","doi-asserted-by":"crossref","unstructured":"Bao, Y., Fang, H., Zhang, J.: TopicMF: simultaneously exploiting ratings and reviews for recommendation. In: AAAI, vol. 14, pp. 2\u20138 (2014)","DOI":"10.1609\/aaai.v28i1.8715"},{"key":"8_CR2","doi-asserted-by":"crossref","unstructured":"Chandramohan, S., Geist, M., Lefevre, F., Pietquin, O.: User simulation in dialogue systems using inverse reinforcement learning. In: INTERSPEECH, pp. 1025\u20131028 (2011)","DOI":"10.21437\/Interspeech.2011-302"},{"key":"8_CR3","unstructured":"Chapelle, O., Li, L.: An empirical evaluation of Thompson sampling. In: NIPS, pp. 2249\u20132257 (2011)"},{"key":"8_CR4","doi-asserted-by":"crossref","unstructured":"Chen, Q., et al.: Towards knowledge-based recommender dialog system, pp. 1803\u20131813 (2019)","DOI":"10.18653\/v1\/D19-1189"},{"key":"8_CR5","doi-asserted-by":"crossref","unstructured":"Christakopoulou, K., Beutel, A., Li, R., Jain, S., Chi, E.H.: Q&R: a two-stage approach toward interactive recommendation. In: KDD, pp. 139\u2013148 (2018)","DOI":"10.1145\/3219819.3219894"},{"key":"8_CR6","doi-asserted-by":"crossref","unstructured":"Christakopoulou, K., Radlinski, F., Hofmann, K.: Towards conversational recommender systems. In: KDD, pp. 815\u2013824 (2016)","DOI":"10.1145\/2939672.2939746"},{"key":"8_CR7","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: CVPR, pp. 770\u2013778"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"He, X., Liao, L., Zhang, H., Nie, L., Hu, X., Chua, T.S.: Neural collaborative filtering. In: WWW, pp. 173\u2013182 (2017)","DOI":"10.1145\/3038912.3052569"},{"key":"8_CR9","doi-asserted-by":"crossref","unstructured":"Kang, W.C., McAuley, J.: Self-attentive sequential recommendation. In: ICDM, pp. 197\u2013206. IEEE (2018)","DOI":"10.1109\/ICDM.2018.00035"},{"key":"8_CR10","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. In: ICLR (Poster) (2015)"},{"issue":"8","key":"8_CR11","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30\u201337 (2009)","journal-title":"Computer"},{"key":"8_CR12","doi-asserted-by":"crossref","unstructured":"Lei, W., et al.: Estimation-action-reflection: towards deep interaction between conversational and recommender systems. In: WSDM, pp. 304\u2013312 (2020)","DOI":"10.1145\/3336191.3371769"},{"key":"8_CR13","doi-asserted-by":"crossref","unstructured":"Lei, W., et al.: Interactive path reasoning on graph for conversational recommendation. In: KDD, pp. 2073\u20132083 (2020)","DOI":"10.1145\/3394486.3403258"},{"key":"8_CR14","unstructured":"Li, R., Kahou, S.E., Schulz, H., Michalski, V., Charlin, L., Pal, C.: Towards deep conversational recommendations. In: NeurIPS, pp. 9725\u20139735 (2018)"},{"key":"8_CR15","doi-asserted-by":"crossref","unstructured":"Liu, J., et al.: Exploiting aesthetic preference in deep cross networks for cross-domain recommendation. In: WWW, pp. 2768\u20132774 (2020)","DOI":"10.1145\/3366423.3380036"},{"key":"8_CR16","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1007\/978-0-387-85820-3_3","volume-title":"Recommender Systems Handbook","author":"P Lops","year":"2011","unstructured":"Lops, P., de Gemmis, M., Semeraro, G.: Content-based recommender systems: state of the art and trends. In: Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.) Recommender Systems Handbook, pp. 73\u2013105. Springer, Boston, MA (2011). https:\/\/doi.org\/10.1007\/978-0-387-85820-3_3"},{"key":"8_CR17","doi-asserted-by":"crossref","unstructured":"Luo, A., et al.: Collaborative self-attention network for session-based recommendation, pp. 2591\u20132597 (2020)","DOI":"10.24963\/ijcai.2020\/359"},{"key":"8_CR18","unstructured":"Mnih, A., Salakhutdinov, R.R.: Probabilistic matrix factorization. In: NIPS, pp. 1257\u20131264 (2008)"},{"key":"8_CR19","doi-asserted-by":"crossref","unstructured":"Mnih, V., et al.: Human-level control through deep reinforcement learning. Nature 518(7540), 529\u2013533 (2015)","DOI":"10.1038\/nature14236"},{"key":"8_CR20","doi-asserted-by":"crossref","unstructured":"Rendle, S., Freudenthaler, C., Schmidt-Thieme, L.: Factorizing personalized Markov chains for next-basket recommendation. In: WWW, pp. 811\u2013820 (2010)","DOI":"10.1145\/1772690.1772773"},{"key":"8_CR21","doi-asserted-by":"crossref","unstructured":"Sun, Y., Zhang, Y.: Conversational recommender system. In: SIGIR, pp. 235\u2013244 (2018)","DOI":"10.1145\/3209978.3210002"},{"key":"8_CR22","doi-asserted-by":"crossref","unstructured":"Tang, J., Wang, K.: Personalized top-n sequential recommendation via convolutional sequence embedding. In: WSDM, pp. 565\u2013573 (2018)","DOI":"10.1145\/3159652.3159656"},{"key":"8_CR23","unstructured":"Vaswani, A., et al.: Attention is all you need. In: NIPS, pp. 5998\u20136008 (2017)"},{"issue":"11","key":"8_CR24","doi-asserted-by":"publisher","first-page":"2026","DOI":"10.1109\/TASLP.2015.2456417","volume":"23","author":"J Wu","year":"2015","unstructured":"Wu, J., Li, M., Lee, C.H.: A probabilistic framework for representing dialog systems and entropy-based dialog management through dynamic stochastic state evolution. IEEE\/ACM Trans. Audio Speech Lang. Process. 23(11), 2026\u20132035 (2015)","journal-title":"IEEE\/ACM Trans. Audio Speech Lang. Process."},{"key":"8_CR25","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Chen, X., Ai, Q., Yang, L., Croft, W.B.: Towards conversational search and recommendation: system ask, user respond. In: CIKM, pp. 177\u2013186 (2018)","DOI":"10.1145\/3269206.3271776"},{"key":"8_CR26","doi-asserted-by":"crossref","unstructured":"Zhou, K., Zhao, W.X., Bian, S., Zhou, Y., Wen, J.R., Yu, J.: Improving conversational recommender systems via knowledge graph based semantic fusion. In: KDD, pp. 1006\u20131014 (2020)","DOI":"10.1145\/3394486.3403143"}],"container-title":["Lecture Notes in Computer Science","Database Systems for Advanced Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-73200-4_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,23]],"date-time":"2022-12-23T14:42:52Z","timestamp":1671806572000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-73200-4_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030731991","9783030732004"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-73200-4_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"6 April 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"DASFAA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Database Systems for Advanced Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Taipei","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Taiwan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 April 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 April 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dasfaa2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/dm.iis.sinica.edu.tw\/DASFAA2021\/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":"CMT","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"490","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":"98","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":"33","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":"20% - 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":"4","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":"7","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)"}},{"value":"Due to the Corona pandemic this event was held virtually.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}