{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T06:30:40Z","timestamp":1770964240110,"version":"3.50.1"},"reference-count":46,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"3","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Key R&D Program of China","award":["2023YFB2703700"],"award-info":[{"award-number":["2023YFB2703700"]}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["2025JBZY025"],"award-info":[{"award-number":["2025JBZY025"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004826","name":"Natural Science Foundation of Beijing Municipality","doi-asserted-by":"publisher","award":["L251062"],"award-info":[{"award-number":["L251062"]}],"id":[{"id":"10.13039\/501100004826","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1109\/tkde.2026.3656661","type":"journal-article","created":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T21:11:50Z","timestamp":1769029910000},"page":"1725-1738","source":"Crossref","is-referenced-by-count":0,"title":["Ensemble Shapley: Toward an Efficient and Reliable Data Valuation With Guided Ensemble Aggregation"],"prefix":"10.1109","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3809-827X","authenticated-orcid":false,"given":"Wenbin","family":"Jiang","sequence":"first","affiliation":[{"name":"School of Cyberspace Science and Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1147-4327","authenticated-orcid":false,"given":"Jiqiang","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Cyberspace Science and Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2951-688X","authenticated-orcid":false,"given":"Jian","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Cyberspace Science and Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhaolin","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Cyberspace Science and Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zihao","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Computing and Data Science, Nanyang Technological University, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Big Data, Henan University of Technology, Zhengzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","first-page":"27092","article-title":"DataComp: In search of the next generation of multimodal datasets","volume-title":"Proc. 37th Int. Conf. Neural Inf. Process. Syst.","volume":"36","author":"Gadre","year":"2024"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.2983930"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-022-00516-1"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.14778\/3407790.3407854"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.14778\/3407790.3407800"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.14778\/3611540.3611573"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.3045927"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3300078"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511528446"},{"key":"ref10","first-page":"2242","article-title":"Data Shapley: Equitable valuation of data for machine learning","volume-title":"Proc. 36th Int. Conf. Mach. Learn.","author":"Ghorbani","year":"2019"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.14778\/3551793.3551829"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3501811"},{"key":"ref13","first-page":"8780","article-title":"Beta Shapley: A unified and noise-reduced data valuation framework for machine learning","volume-title":"Proc. 25th Int. Conf. Artif. Intell. Statist.","author":"Kwon","year":"2022"},{"key":"ref14","first-page":"3535","article-title":"A distributional framework for data valuation","volume-title":"Proc. 37th Int. Conf. Mach. Learn.","author":"Ghorbani","year":"2020"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3672068"},{"key":"ref16","first-page":"13468","article-title":"Measuring the effect of training data on deep learning predictions via randomized experiments","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Lin","year":"2022"},{"key":"ref17","first-page":"10842","article-title":"Data valuation using reinforcement learning","volume-title":"Proc. 37th Int. Conf. Mach. Learn.","author":"Yoon","year":"2020"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1980.10486199"},{"key":"ref19","first-page":"18135","article-title":"Data-OOB: Out-of-bag estimate as a simple and efficient data value","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Kwon","year":"2023"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/SP40001.2021.00019"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3626246.3654680"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0138-9"},{"key":"ref23","first-page":"17212","article-title":"Understanding global feature contributions with additive importance measures","volume-title":"Proc. 34th Int. Conf. Neural Inf. Process. Syst.","author":"Covert","year":"2020"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482302"},{"key":"ref25","first-page":"5922","article-title":"Neuron Shapley: Discovering the responsible neurons","volume-title":"Proc. 34th Int. Conf. Neural Inf. Process. Syst.","author":"Ghorbani","year":"2020"},{"key":"ref26","first-page":"9269","article-title":"The many Shapley values for model explanation","volume-title":"Proc. 37th Int. Conf. Mach. Learn.","author":"Sundararajan","year":"2020"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2022\/782"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i9.21177"},{"key":"ref29","volume-title":"Introduction to the Theory of Cooperative Games","volume":"34","author":"Peleg","year":"2007"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i6.16721"},{"key":"ref31","first-page":"6388","article-title":"Data Banzhaf: A robust data valuation framework for machine learning","volume-title":"Proc. 26th Int. Conf. Artif. Intell. Statist.","author":"Wang","year":"2023"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i5.25732"},{"key":"ref33","first-page":"34574","article-title":"CS-Shapley: Class-wise Shapley values for data valuation in classification","volume-title":"Proc. 36th Int. Conf. Neural Inf. Process. Syst.","volume":"35","author":"Schoch","year":"2022"},{"key":"ref34","first-page":"36557","article-title":"Faster approximation of probabilistic and distributional values via least squares","volume-title":"Proc. 12th Int. Conf. Learn. Representations","author":"Li","year":"2024"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3588728"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i12.29225"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.14778\/3342263.3342637"},{"key":"ref38","first-page":"1167","article-title":"Towards efficient data valuation based on the Shapley value","volume-title":"Proc. 22nd Int. Conf. Artif. Intell. Statist.","author":"Jia","year":"2019"},{"key":"ref39","article-title":"A note on \u2018towards efficient data valuation based on the Shapley value\u2019","author":"Wang","year":"2023"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE55515.2023.00055"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.14778\/3611479.3611531"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3390\/app13127010"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/SSCI.2015.33"},{"key":"ref44","article-title":"Click","author":"Vanschoren","year":"2014"},{"key":"ref45","article-title":"Phoneme","author":"Cappel","year":"2015"},{"key":"ref46","article-title":"Measuring the effects of non-identical data distribution for federated visual classification","author":"Hsu","year":"2019"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/69\/11393947\/11359998.pdf?arnumber=11359998","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T05:48:03Z","timestamp":1770961683000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11359998\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":46,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2026.3656661","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3]]}}}