{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T16:12:06Z","timestamp":1783786326958,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":35,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819228553","type":"print"},{"value":"9789819228560","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,12]],"date-time":"2026-07-12T00:00:00Z","timestamp":1783814400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,12]],"date-time":"2026-07-12T00:00:00Z","timestamp":1783814400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-2856-0_38","type":"book-chapter","created":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T15:19:18Z","timestamp":1783783158000},"page":"529-543","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Dynamic Pricing Method via\u00a0Multi-armed Bandits in\u00a0Graph Query-Based Data Market"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-4009-6864","authenticated-orcid":false,"given":"Yunzhi","family":"Guan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0929-9067","authenticated-orcid":false,"given":"Sheng","family":"Cao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,12]]},"reference":[{"key":"38_CR1","doi-asserted-by":"publisher","unstructured":"Agarwal, A., Dahleh, M., Sarkar, T.: A marketplace for data: an algorithmic solution. In: Proceedings of the 2019 ACM Conference on Economics and Computation, EC 2019, pp. 701\u2013726. Association for Computing Machinery, New York (2019). https:\/\/doi.org\/10.1145\/3328526.3329589","DOI":"10.1145\/3328526.3329589"},{"issue":"3","key":"38_CR2","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1145\/3572751.3572755","volume":"51","author":"SA Azcoitia","year":"2022","unstructured":"Azcoitia, S.A., Laoutaris, N.: A survey of data marketplaces and their business models. SIGMOD Rec. 51(3), 18\u201329 (2022). https:\/\/doi.org\/10.1145\/3572751.3572755","journal-title":"SIGMOD Rec."},{"issue":"12","key":"38_CR3","doi-asserted-by":"publisher","first-page":"1482","DOI":"10.14778\/3402755.3402801","volume":"4","author":"M Balazinska","year":"2011","unstructured":"Balazinska, M., Howe, B., Suciu, D.: Data markets in the cloud: an opportunity for the database community. Proc. VLDB Endow. 4(12), 1482\u20131485 (2011)","journal-title":"Proc. VLDB Endow."},{"issue":"4","key":"38_CR4","doi-asserted-by":"publisher","first-page":"e95693","DOI":"10.1371\/journal.pone.0095693","volume":"9","author":"O Berger-Tal","year":"2014","unstructured":"Berger-Tal, O., Nathan, J., Meron, E., Saltz, D.: The exploration-exploitation dilemma: a multidisciplinary framework. PLoS ONE 9(4), e95693 (2014)","journal-title":"PLoS ONE"},{"key":"38_CR5","doi-asserted-by":"crossref","unstructured":"Boudaoud, A., Mahfoud, H., Chikh, A.: From relational model to property graph: mapping data, schema, constraints and queries. Progr. Artif. Intell. 1\u201325 (2025)","DOI":"10.1007\/s13748-025-00373-0"},{"key":"38_CR6","doi-asserted-by":"crossref","unstructured":"Chawla, S., Deep, S., Koutris, P., Teng, Y.: Revenue maximization for query pricing. arXiv preprint arXiv:1909.00845 (2019)","DOI":"10.14778\/3357377.3357378"},{"key":"38_CR7","doi-asserted-by":"crossref","unstructured":"Chen, C., Yuan, Y., Wen, Z., Wang, Y.P., Wang, G.: GShop: towards flexible pricing for graph statistics. In: 2024 IEEE 40th International Conference on Data Engineering (ICDE), pp. 2612\u20132624. IEEE (2024)","DOI":"10.1109\/ICDE60146.2024.00205"},{"key":"38_CR8","doi-asserted-by":"crossref","unstructured":"Chen, C., Yuan, Y., Went, Z., Wang, G., Li, A.: GQP: a framework for scalable and effective graph query-based pricing. In: 2022 IEEE 38th International Conference on Data Engineering (ICDE), pp. 1573\u20131585. IEEE (2022)","DOI":"10.1109\/ICDE53745.2022.00163"},{"key":"38_CR9","unstructured":"DBpedia Association: Global and unified access to knowledge graphs (2026). https:\/\/www.dbpedia.org\/"},{"issue":"1","key":"38_CR10","first-page":"1","volume":"20","author":"AV Den Boer","year":"2015","unstructured":"Den Boer, A.V.: Dynamic pricing and learning: historical origins, current research, and new directions. Surv. Oper. Res. Manage. Sci. 20(1), 1\u201318 (2015)","journal-title":"Surv. Oper. Res. Manage. Sci."},{"key":"38_CR11","doi-asserted-by":"crossref","unstructured":"Fan, Z., et al.: Improving fairness for data valuation in horizontal federated learning. In: 2022 IEEE 38th International Conference on Data Engineering (ICDE), pp. 2440\u20132453. IEEE (2022)","DOI":"10.1109\/ICDE53745.2022.00228"},{"key":"38_CR12","doi-asserted-by":"publisher","unstructured":"Fu, Y., Miao, X., Peng, H., Na, C., Deng, S., Yin, J.: Online query-based data pricing with time-discounting valuations. In: 2024 IEEE 40th International Conference on Data Engineering (ICDE), pp. 3449\u20133461 (2024). https:\/\/doi.org\/10.1109\/ICDE60146.2024.00266","DOI":"10.1109\/ICDE60146.2024.00266"},{"key":"38_CR13","doi-asserted-by":"publisher","unstructured":"He, J., Ma, Q., Zhang, M., Huang, J.: Optimal fresh data sampling and trading. In: 2021 19th International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (WiOpt), pp.\u00a01\u20138 (2021). https:\/\/doi.org\/10.23919\/WiOpt52861.2021.9589847","DOI":"10.23919\/WiOpt52861.2021.9589847"},{"key":"38_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1007\/978-3-031-30637-2_7","volume-title":"Database Systems for Advanced Applications","author":"H Hou","year":"2023","unstructured":"Hou, H., Qiao, L., Yuan, Y., Chen, C., Wang, G.: A scalable query pricing framework for incomplete graph data. In: Wang, X., et al. (eds.) DASFAA 2023. LNCS, vol. 13943, pp. 97\u2013113. Springer, Cham (2023). https:\/\/doi.org\/10.1007\/978-3-031-30637-2_7"},{"key":"38_CR15","doi-asserted-by":"publisher","unstructured":"Hu-Bolz, J., Reed, M., Zhang, K., Liu, Z., Hu, J.: Federated data acquisition market: architecture and a mean-field based data pricing strategy. High-Confidence Comput. 5(1), 100232 (2025). https:\/\/doi.org\/10.1016\/j.hcc.2024.100232, https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2667295224000357","DOI":"10.1016\/j.hcc.2024.100232"},{"key":"38_CR16","doi-asserted-by":"publisher","unstructured":"Immadisetty, A.: Dynamic pricing strategies in retail: leveraging real-time data analytics for competitive advantage. J. Recent Trends Comput. Sci. Eng. ( JRTCSE) 13(1), 53\u201365 (2025). https:\/\/doi.org\/10.70589\/JRTCSE.2025.13.1.8, https:\/\/jrtcse.com\/index.php\/home\/article\/view\/JRTCSE.2025.13.1.8","DOI":"10.70589\/JRTCSE.2025.13.1.8"},{"key":"38_CR17","doi-asserted-by":"publisher","first-page":"118922","DOI":"10.1016\/j.ins.2023.04.001","volume":"636","author":"X Jiang","year":"2023","unstructured":"Jiang, X., Xiong, N.N., Wang, X., Ying, C., Wu, F., Luo, Y.: Divine: a pricing mechanism for outsourcing data classification service in data market. Inf. Sci. 636, 118922 (2023)","journal-title":"Inf. Sci."},{"issue":"5","key":"38_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2770870","volume":"62","author":"P Koutris","year":"2015","unstructured":"Koutris, P., Upadhyaya, P., Balazinska, M., Howe, B., Suciu, D.: Query-based data pricing. J. ACM (JACM) 62(5), 1\u201344 (2015)","journal-title":"J. ACM (JACM)"},{"key":"38_CR19","unstructured":"Leskovec, J., Kleinberg, J., Faloutsos, C.: Astro physics collaboration network. ACM Trans. Knowl. Discov. Data (TKDD) (2007). https:\/\/snap.stanford.edu\/data\/ca-AstroPh.html"},{"issue":"4","key":"38_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2691190.2691191","volume":"39","author":"C Li","year":"2014","unstructured":"Li, C., Li, D.Y., Miklau, G., Suciu, D.: A theory of pricing private data. ACM Trans. Database Syst. (TODS) 39(4), 1\u201328 (2014)","journal-title":"ACM Trans. Database Syst. (TODS)"},{"key":"38_CR21","doi-asserted-by":"publisher","unstructured":"Li, S., Zhang, L., Li, X.Y.: Online pricing with limited supply and time-sensitive valuations. In: IEEE INFOCOM 2022 - IEEE Conference on Computer Communications, pp. 860\u2013869 (2022). https:\/\/doi.org\/10.1109\/INFOCOM48880.2022.9796973","DOI":"10.1109\/INFOCOM48880.2022.9796973"},{"key":"38_CR22","doi-asserted-by":"publisher","unstructured":"Libkin, L., Martens, W., Murlak, F., Peterfreund, L., Vrgo\u010d, D.: Querying graph data: where we are and where to go. In: Companion of the 44th Symposium on Principles of Database Systems, PODS 2025, pp. 9\u201326. Association for Computing Machinery, New York (2025). https:\/\/doi.org\/10.1145\/3722234.3725822","DOI":"10.1145\/3722234.3725822"},{"issue":"9","key":"38_CR23","doi-asserted-by":"publisher","first-page":"757","DOI":"10.14778\/2732939.2732948","volume":"7","author":"BR Lin","year":"2014","unstructured":"Lin, B.R., Kifer, D.: On arbitrage-free pricing for general data queries. Proc. VLDB Endow. 7(9), 757\u2013768 (2014)","journal-title":"Proc. VLDB Endow."},{"key":"38_CR24","doi-asserted-by":"crossref","unstructured":"Mao, W., Zheng, Z., Wu, F., Chen, G.: Online pricing for revenue maximization with unknown time discounting valuations. In: Proceedings of the 27th International Joint Conference on Artificial Intelligence, IJCAI 2018, pp. 440\u2013446. AAAI Press (2018)","DOI":"10.24963\/ijcai.2018\/61"},{"issue":"4","key":"38_CR25","first-page":"1928","volume":"34","author":"C Niu","year":"2020","unstructured":"Niu, C., Zheng, Z., Wu, F., Tang, S., Chen, G.: Online pricing with reserve price constraint for personal data markets. IEEE Trans. Knowl. Data Eng. 34(4), 1928\u20131943 (2020)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"10","key":"38_CR26","doi-asserted-by":"publisher","first-page":"4586","DOI":"10.1109\/TKDE.2020.3045927","volume":"34","author":"J Pei","year":"2020","unstructured":"Pei, J.: A survey on data pricing: from economics to data science. IEEE Trans. Knowl. Data Eng. 34(10), 4586\u20134608 (2020)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"38_CR27","doi-asserted-by":"publisher","unstructured":"Peng, H., Miao, X., Fu, Y., Zhang, J., Deng, S., Yin, J.: On scalable query pricing in data marketplaces. In: 2025 IEEE 41st International Conference on Data Engineering (ICDE), pp. 3140\u20133152 (2025). https:\/\/doi.org\/10.1109\/ICDE65448.2025.00235","DOI":"10.1109\/ICDE65448.2025.00235"},{"key":"38_CR28","doi-asserted-by":"publisher","unstructured":"Ravi, R.V., Dutta, P.K., Goyal, S.: Chapter 18 - graph data science: applications and future. In: Raj, P., Dutta, P.K., Chong, P.H.J., Song, H.H., Zaitsev, D.A. (eds.) Applied Graph Data Science, pp. 227\u2013243. Morgan Kaufmann (2025). https:\/\/doi.org\/10.1016\/B978-0-443-29654-3.00007-7, https:\/\/www.sciencedirect.com\/science\/article\/pii\/B9780443296543000077","DOI":"10.1016\/B978-0-443-29654-3.00007-7"},{"key":"38_CR29","unstructured":"Stanford Network Analysis Project (SNAP): Social circles: Facebook (2012). https:\/\/snap.stanford.edu\/data\/ego-Facebook.html"},{"key":"38_CR30","doi-asserted-by":"publisher","unstructured":"Wang, S., et al.: Knowledge graph retrieval-augmented generation for LLM-based recommendation. In: Che, W., Nabende, J., Shutova, E., Pilehvar, M.T. (eds.) Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp. 27152\u201327168. Association for Computational Linguistics, Vienna (2025). https:\/\/doi.org\/10.18653\/v1\/2025.acl-long.1317, https:\/\/aclanthology.org\/2025.acl-long.1317\/","DOI":"10.18653\/v1\/2025.acl-long.1317"},{"issue":"6","key":"38_CR31","doi-asserted-by":"publisher","first-page":"5043","DOI":"10.1109\/TDSC.2023.3239615","volume":"20","author":"M Xiao","year":"2023","unstructured":"Xiao, M., Li, M., Zhang, J.J.: Locally differentially private personal data markets using contextual dynamic pricing mechanism. IEEE Trans. Dependable Secure Comput. 20(6), 5043\u20135055 (2023)","journal-title":"IEEE Trans. Dependable Secure Comput."},{"issue":"5","key":"38_CR32","doi-asserted-by":"publisher","first-page":"1211","DOI":"10.1109\/JSAC.2021.3065088","volume":"39","author":"M Zhang","year":"2021","unstructured":"Zhang, M., Arafa, A., Huang, J., Poor, H.V.: Pricing fresh data. IEEE J. Sel. Areas Commun. 39(5), 1211\u20131225 (2021)","journal-title":"IEEE J. Sel. Areas Commun."},{"issue":"4","key":"38_CR33","doi-asserted-by":"publisher","first-page":"1038","DOI":"10.1109\/TBDATA.2023.3254152","volume":"9","author":"M Zhang","year":"2023","unstructured":"Zhang, M., Beltr\u00e1n, F., Liu, J.: A survey of data pricing for data marketplaces. IEEE Trans. Big Data 9(4), 1038\u20131056 (2023). https:\/\/doi.org\/10.1109\/TBDATA.2023.3254152","journal-title":"IEEE Trans. Big Data"},{"key":"38_CR34","doi-asserted-by":"publisher","unstructured":"Zhang, N., Ye, Y., Lian, X., Chen, M.: Top-$$L$$ most influential community detection over social networks. In: 2024 IEEE 40th International Conference on Data Engineering (ICDE), pp. 5767\u20135779 (2024). https:\/\/doi.org\/10.1109\/ICDE60146.2024.10639540","DOI":"10.1109\/ICDE60146.2024.10639540"},{"issue":"1","key":"38_CR35","doi-asserted-by":"crossref","first-page":"71","DOI":"10.71222\/cny3r853","volume":"1","author":"X Zhang","year":"2025","unstructured":"Zhang, X.: The application of machine learning combined with graph databases in financial technology. Eur. J. AI Comput. Inform. 1(1), 71\u201377 (2025)","journal-title":"Eur. J. AI Comput. Inform."}],"container-title":["Lecture Notes in Computer Science","Knowledge Science, Engineering and Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-2856-0_38","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T15:19:20Z","timestamp":1783783160000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-2856-0_38"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,12]]},"ISBN":["9789819228553","9789819228560"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-2856-0_38","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,12]]},"assertion":[{"value":"12 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"KSEM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Knowledge Science, Engineering and Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Beijing","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":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ksem2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ksem2026.rosc.org.cn\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}