{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T15:01:24Z","timestamp":1743001284593,"version":"3.40.3"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030235963"},{"type":"electronic","value":"9783030235970"}],"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\/978-3-030-23597-0_42","type":"book-chapter","created":{"date-parts":[[2019,6,20]],"date-time":"2019-06-20T15:03:48Z","timestamp":1561043028000},"page":"520-532","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Contextual Combinatorial Cascading Thompson Sampling"],"prefix":"10.1007","author":[{"given":"Zhenyu","family":"Zhu","sequence":"first","affiliation":[]},{"given":"Liusheng","family":"Huang","sequence":"additional","affiliation":[]},{"given":"Hongli","family":"Xu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,6,21]]},"reference":[{"key":"42_CR1","unstructured":"Abbasi-Yadkori, Y., P\u00e1l, D., Szepesv\u00e1ri, C.: Improved algorithms for linear stochastic bandits. In: Advances in Neural Information Processing Systems, pp. 2312\u20132320 (2011)"},{"key":"42_CR2","series-title":"Applied Mathematics Series","volume-title":"Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables","author":"M Abramowitz","year":"1964","unstructured":"Abramowitz, M., Stegun, I.: Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables. Applied Mathematics Series, vol. 55. National Bureau of Standards, Washington, DC (1964)"},{"key":"42_CR3","unstructured":"Agrawal, S., Goyal, N.: Thompson sampling for contextual bandits with linear payoffs. In: International Conference on Machine Learning, pp. 127\u2013135 (2013)"},{"key":"42_CR4","unstructured":"Chapelle, O., Li, L.: An empirical evaluation of Thompson sampling. In: Advances in Neural Information Processing Systems, pp. 2249\u20132257 (2011)"},{"key":"42_CR5","unstructured":"Cheung, W.C., Tan, V.Y.F., Zhong, Z.: Thompson sampling for cascading bandits (2018)"},{"key":"42_CR6","unstructured":"Deshmukh, A.A., Sharma, S., Cutler, J.W., Moldwin, M., Scott, C.: Simple regret minimization for contextual bandits. arXiv preprint arXiv:1810.07371 (2018)"},{"issue":"4","key":"42_CR7","first-page":"19","volume":"5","author":"FM Harper","year":"2016","unstructured":"Harper, F.M., Konstan, J.A.: The movielens datasets: history and context. ACM Trans. Interact. Intell. Syst. (TIIS) 5(4), 19 (2016)","journal-title":"ACM Trans. Interact. Intell. Syst. (TIIS)"},{"key":"42_CR8","unstructured":"Hoffman, M., Shahriari, B., Freitas, N.: On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning. In: Artificial Intelligence and Statistics, pp. 365\u2013374 (2014)"},{"key":"42_CR9","unstructured":"Kveton, B., Szepesv, C., Wen, Z., Ashkan, A.: Cascading bandits: learning to rank in the cascade model (2015)"},{"key":"42_CR10","unstructured":"Lattimore, T., Szepesv\u00e1ri, C.: Bandit algorithms (2018, preprint)"},{"key":"42_CR11","doi-asserted-by":"crossref","unstructured":"Li, S., Karatzoglou, A., Gentile, C.: Collaborative filtering bandits. In: Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 539\u2013548. ACM (2016)","DOI":"10.1145\/2911451.2911548"},{"key":"42_CR12","doi-asserted-by":"crossref","unstructured":"Li, S., Zhang, S.: Online clustering of contextual cascading bandits (2018)","DOI":"10.1609\/aaai.v32i1.11763"},{"issue":"1","key":"42_CR13","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1073\/pnas.36.1.49","volume":"36","author":"G Polya","year":"1950","unstructured":"Polya, G.: Remark on Weyl\u2019s note \u201cinequalities between the two kinds of eigenvalues of a linear transformation\u201d. Proc. Natl. Acad. Sci. 36(1), 49\u201351 (1950)","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"4","key":"42_CR14","doi-asserted-by":"crossref","first-page":"1221","DOI":"10.1287\/moor.2014.0650","volume":"39","author":"D Russo","year":"2014","unstructured":"Russo, D., Van Roy, B.: Learning to optimize via posterior sampling. Math. Oper. Res. 39(4), 1221\u20131243 (2014)","journal-title":"Math. Oper. Res."},{"issue":"1","key":"42_CR15","first-page":"2442","volume":"17","author":"D Russo","year":"2016","unstructured":"Russo, D., Van Roy, B.: An information-theoretic analysis of Thompson sampling. J. Mach. Learn. Res. 17(1), 2442\u20132471 (2016)","journal-title":"J. Mach. Learn. Res."},{"key":"42_CR16","unstructured":"Shi, Z., Hao, N., Sung, K., Nan, R.K., Kveton, B.: Cascading bandits for large-scale recommendation problems. In: Conference on Uncertainty in Artificial Intelligence (2016)"},{"issue":"1\u20132","key":"42_CR17","first-page":"1","volume":"8","author":"JA Tropp","year":"2015","unstructured":"Tropp, J.A., et al.: An introduction to matrix concentration inequalities. Found. Trends\u00ae Mach. Learn. 8(1\u20132), 1\u2013230 (2015)","journal-title":"Found. Trends\u00ae Mach. Learn."}],"container-title":["Lecture Notes in Computer Science","Wireless Algorithms, Systems, and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-23597-0_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,21]],"date-time":"2022-09-21T09:52:42Z","timestamp":1663753962000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-23597-0_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030235963","9783030235970"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-23597-0_42","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":"21 June 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"WASA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Wireless Algorithms, Systems, and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Honolulu, HI","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","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":"24 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"wasa2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/wasa-conference.org\/WASA2019\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-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":"143","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":"43","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":"11","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":"30% - 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":"6","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)"}}]}}