{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T23:04:43Z","timestamp":1780355083702,"version":"3.54.1"},"publisher-location":"Singapore","reference-count":20,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819200412","type":"print"},{"value":"9789819200429","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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":[[2026]]},"DOI":"10.1007\/978-981-92-0042-9_24","type":"book-chapter","created":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T22:50:52Z","timestamp":1780354252000},"page":"327-342","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Efficient High Utility Itemset Mining on\u00a0Massive Data"],"prefix":"10.1007","author":[{"given":"Xixian","family":"Han","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kangao","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaolong","family":"Wan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,2]]},"reference":[{"issue":"12","key":"24_CR1","doi-asserted-by":"publisher","first-page":"1708","DOI":"10.1109\/TKDE.2009.46","volume":"21","author":"CF Ahmed","year":"2009","unstructured":"Ahmed, C.F., Tanbeer, S.K., Jeong, B., Lee, Y.: Efficient tree structures for high utility pattern mining in incremental databases. IEEE Trans. Knowl. Data Eng. 21(12), 1708\u20131721 (2009)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"24_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2025.102559","volume":"133","author":"CT Djam\u00e9gni","year":"2025","unstructured":"Djam\u00e9gni, C.T., et al.: Support estimation in frequent itemsets mining on enriched two level tree. Inf. Syst. 133, 102559 (2025)","journal-title":"Inf. Syst."},{"issue":"7","key":"24_CR3","doi-asserted-by":"publisher","first-page":"1859","DOI":"10.1007\/s10489-017-1057-2","volume":"48","author":"Q Duong","year":"2018","unstructured":"Duong, Q., Fournier-Viger, P., Ramampiaro, H., N\u00f8rv\u00e5g, K., Dam, T.: Efficient high utility itemset mining using buffered utility-lists. Appl. Intell. 48(7), 1859\u20131877 (2018)","journal-title":"Appl. Intell."},{"key":"24_CR4","doi-asserted-by":"crossref","unstructured":"Fournier-Viger, P., Wu, C., Zida, S., Tseng, V.S.: FHM: faster high-utility itemset mining using estimated utility co-occurrence pruning. In: Foundations of Intelligent Systems - 21st International Symposium, ISMIS 2014, Roskilde, Denmark, 25\u201327 June 2014. Proceedings, pp. 83\u201392 (2014)","DOI":"10.1007\/978-3-319-08326-1_9"},{"issue":"3","key":"24_CR5","doi-asserted-by":"publisher","first-page":"2357","DOI":"10.1007\/s10115-024-02288-z","volume":"67","author":"M Han","year":"2025","unstructured":"Han, M., He, F., Zhang, R., Li, C., Meng, F.: High utility itemset mining in data stream using elephant herding optimization. Knowl. Inf. Syst. 67(3), 2357\u20132394 (2025)","journal-title":"Knowl. Inf. Syst."},{"key":"24_CR6","doi-asserted-by":"publisher","first-page":"31409","DOI":"10.1109\/ACCESS.2019.2902602","volume":"7","author":"X Han","year":"2019","unstructured":"Han, X., Liu, X., Chen, J., Lai, G., Gao, H., Li, J.: Efficiently mining frequent itemsets on massive data. IEEE Access 7, 31409\u201331421 (2019)","journal-title":"IEEE Access"},{"issue":"5","key":"24_CR7","doi-asserted-by":"publisher","first-page":"2371","DOI":"10.1016\/j.eswa.2014.11.001","volume":"42","author":"S Krishnamoorthy","year":"2015","unstructured":"Krishnamoorthy, S.: Pruning strategies for mining high utility itemsets. Expert Syst. Appl. 42(5), 2371\u20132381 (2015)","journal-title":"Expert Syst. Appl."},{"issue":"6","key":"24_CR8","doi-asserted-by":"publisher","first-page":"2509","DOI":"10.1007\/s10115-023-01831-8","volume":"65","author":"M Li","year":"2023","unstructured":"Li, M., Han, M., Chen, Z., Wu, H., Zhang, X.: FCHM-stream: fast closed high utility itemsets mining over data streams. Knowl. Inf. Syst. 65(6), 2509\u20132539 (2023)","journal-title":"Knowl. Inf. Syst."},{"issue":"1","key":"24_CR9","doi-asserted-by":"publisher","first-page":"198","DOI":"10.1016\/j.datak.2007.06.009","volume":"64","author":"Y Li","year":"2008","unstructured":"Li, Y., Yeh, J., Chang, C.: Isolated items discarding strategy for discovering high utility itemsets. Data Knowl. Eng. 64(1), 198\u2013217 (2008)","journal-title":"Data Knowl. Eng."},{"issue":"5","key":"24_CR10","doi-asserted-by":"publisher","first-page":"1245","DOI":"10.1109\/TKDE.2015.2510012","volume":"28","author":"J Liu","year":"2016","unstructured":"Liu, J., Wang, K., Fung, B.C.M.: Mining high utility patterns in one phase without generating candidates. IEEE Trans. Knowl. Data Eng. 28(5), 1245\u20131257 (2016)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"24_CR11","doi-asserted-by":"crossref","unstructured":"Liu, M., Qu, J.: Mining high utility itemsets without candidate generation. In: 21st ACM International Conference on Information and Knowledge Management, CIKM 2012, Maui, HI, USA, October 29 - November 02 2012, pp. 55\u201364 (2012)","DOI":"10.1145\/2396761.2396773"},{"key":"24_CR12","doi-asserted-by":"crossref","unstructured":"Liu, Y., Liao, W., Choudhary, A.N.: A two-phase algorithm for fast discovery of high utility itemsets. In: Advances in Knowledge Discovery and Data Mining, 9th Pacific-Asia Conference, PAKDD 2005, Hanoi, Vietnam, 18\u201320 May 2005, Proceedings, pp. 689\u2013695 (2005)","DOI":"10.1007\/11430919_79"},{"key":"24_CR13","doi-asserted-by":"crossref","unstructured":"Peng, A.Y., Koh, Y.S., Riddle, P.: mHUIMiner: a fast high utility itemset mining algorithm for sparse datasets. In: Advances in Knowledge Discovery and Data Mining - 21st Pacific-Asia Conference, PAKDD 2017, Jeju, South Korea, 23\u201326 May 2017, Proceedings, Part II, pp. 196\u2013207 (2017)","DOI":"10.1007\/978-3-319-57529-2_16"},{"key":"24_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.109960","volume":"145","author":"W Song","year":"2025","unstructured":"Song, W., Ren, G., Gan, W.: Fast mining local high-utility itemsets. Eng. Appl. Artif. Intell. 145, 109960 (2025)","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"8","key":"24_CR15","doi-asserted-by":"publisher","first-page":"1772","DOI":"10.1109\/TKDE.2012.59","volume":"25","author":"VS Tseng","year":"2013","unstructured":"Tseng, V.S., Shie, B., Wu, C., Yu, P.S.: Efficient algorithms for mining high utility itemsets from transactional databases. IEEE Trans. Knowl. Data Eng. 25(8), 1772\u20131786 (2013)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"24_CR16","doi-asserted-by":"crossref","unstructured":"Tseng, V.S., Wu, C., Shie, B., Yu, P.S.: Up-growth: an efficient algorithm for high utility itemset mining. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, 25\u201328 July 2010, pp. 253\u2013262 (2010)","DOI":"10.1145\/1835804.1835839"},{"issue":"9","key":"24_CR17","doi-asserted-by":"publisher","first-page":"5420","DOI":"10.1109\/TKDE.2025.3579746","volume":"37","author":"NT Tung","year":"2025","unstructured":"Tung, N.T., Nguyen, T.D.D., Nguyen, L.T.T., Vu, D., Fournier-Viger, P., Vo, B.: Mining cross-level high utility itemsets in unstable and negative profit databases. IEEE Trans. Knowl. Data Eng. 37(9), 5420\u20135435 (2025)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"8","key":"24_CR18","doi-asserted-by":"publisher","first-page":"3861","DOI":"10.1016\/j.eswa.2013.11.038","volume":"41","author":"U Yun","year":"2014","unstructured":"Yun, U., Ryang, H., Ryu, K.H.: High utility itemset mining with techniques for reducing overestimated utilities and pruning candidates. Expert Syst. Appl. 41(8), 3861\u20133878 (2014)","journal-title":"Expert Syst. Appl."},{"key":"24_CR19","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.eswa.2018.02.008","volume":"101","author":"C Zhang","year":"2018","unstructured":"Zhang, C., Almpanidis, G., Wang, W., Liu, C.: An empirical evaluation of high utility itemset mining algorithms. Expert Syst. Appl. 101, 91\u2013115 (2018)","journal-title":"Expert Syst. Appl."},{"issue":"2","key":"24_CR20","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1007\/s10115-016-0986-0","volume":"51","author":"S Zida","year":"2017","unstructured":"Zida, S., Fournier-Viger, P., Lin, J.C., Wu, C., Tseng, V.S.: EFIM: a fast and memory efficient algorithm for high-utility itemset mining. Knowl. Inf. Syst. 51(2), 595\u2013625 (2017)","journal-title":"Knowl. Inf. Syst."}],"container-title":["Lecture Notes in Computer Science","Learning Technologies and Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-0042-9_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T22:50:53Z","timestamp":1780354253000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-0042-9_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9789819200412","9789819200429"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-0042-9_24","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SETE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Symposium on Emerging Technologies for Education","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Hongkong","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":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 November 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 December 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"sete2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icwl-sete.comp.polyu.edu.hk\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}