{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T23:52:14Z","timestamp":1773359534656,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2023,4,5]],"date-time":"2023-04-05T00:00:00Z","timestamp":1680652800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,4,5]],"date-time":"2023-04-05T00:00:00Z","timestamp":1680652800000},"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":["J Grid Computing"],"published-print":{"date-parts":[[2023,6]]},"DOI":"10.1007\/s10723-023-09653-2","type":"journal-article","created":{"date-parts":[[2023,4,5]],"date-time":"2023-04-05T16:42:27Z","timestamp":1680712947000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Mining Skyline Patterns from Big Data Environments based on a Spark Framework"],"prefix":"10.1007","volume":"21","author":[{"given":"Jimmy Ming-Tai","family":"Wu","sequence":"first","affiliation":[]},{"given":"Huiying","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Jerry Chun-Wei","family":"Lin","sequence":"additional","affiliation":[]},{"given":"Gautam","family":"Srivastava","sequence":"additional","affiliation":[]},{"given":"Mohamed","family":"Baza","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,4,5]]},"reference":[{"issue":"6","key":"9653_CR1","doi-asserted-by":"publisher","first-page":"914","DOI":"10.1109\/69.250074","volume":"5","author":"R Agrawal","year":"1993","unstructured":"Agrawal, R., Imielinski, T., Swami, A.: Database mining: a performance perspective. IEEE Trans. Knowl. Data Eng. 5(6), 914\u2013925 (1993)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"9653_CR2","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Imieli\u0144ski, T., Swami, A.: Mining association rules between sets of items in large databases. In: Proceedings of the 1993 ACM SIGMOD international conference on management of data, pp. 207\u2013216 (1993)","DOI":"10.1145\/170036.170072"},{"key":"9653_CR3","unstructured":"Agrawal, R., Srikant, R., et al: Fast algorithms for mining association rules. In: Proc. 20Th Int. Conf. Very Large Data Bases, VLDB, vol. 1215, pp. 487\u2013499. Citeseer (1994)"},{"issue":"12","key":"9653_CR4","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.S., Lee, Y.K.: 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."},{"issue":"12","key":"9653_CR5","doi-asserted-by":"publisher","first-page":"1840","DOI":"10.14778\/2824032.2824080","volume":"8","author":"M Armbrust","year":"2015","unstructured":"Armbrust, M., Das, T., Davidson, A., Ghodsi, A., Or, A., Rosen, J., Stoica, I., Wendell, P., Xin, R., Zaharia, M.: Scaling spark in the real world: performance and usability. Proceedings of the VLDB Endowment 8(12), 1840\u20131843 (2015)","journal-title":"Proceedings of the VLDB Endowment"},{"key":"9653_CR6","doi-asserted-by":"crossref","unstructured":"Benlachmi, Y., Hasnaoui, M.L.: Big data and spark: comparison with hadoop. In: 2020 Fourth World conference on smart trends in systems, security and sustainability (Worlds4), pp. 811\u2013817. IEEE (2020)","DOI":"10.1109\/WorldS450073.2020.9210353"},{"key":"9653_CR7","unstructured":"Chan, R., Yang, Q., Shen, Y.D.: Mining high utility itemsets. In: Third IEEE International Conference on Data Mining, pp. 19\u201319. IEEE Computer Society (2003)"},{"issue":"1","key":"9653_CR8","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean, J., Ghemawat, S.: Mapreduce: simplified data processing on large clusters. Commun. ACM 51(1), 107\u2013113 (2008)","journal-title":"Commun. ACM"},{"key":"9653_CR9","doi-asserted-by":"crossref","unstructured":"Dessokey, M., Saif, S.M., Salem, S., Saad, E., Eldeeb, H.: Memory management approaches in apache spark: a review. In: International Conference on Advanced Intelligent Systems and Informatics, pp. 394\u2013403. Springer (2020)","DOI":"10.1007\/978-3-030-58669-0_36"},{"key":"9653_CR10","doi-asserted-by":"crossref","unstructured":"Fournier-Viger, P., Lin, J.C.W., Gomariz, A., Gueniche, T., Soltani, A., Deng, Z., Lam, H.T.: The spmf open-source data mining library version 2. In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, pp. 36\u201340. Springer (2016)","DOI":"10.1007\/978-3-319-46131-1_8"},{"key":"9653_CR11","doi-asserted-by":"crossref","unstructured":"Fournier-Viger, P., Wu, C.W., Tseng, V.S.: Mining top-k association rules. In: Canadian Conference on Artificial Intelligence, pp. 61\u201373. Springer (2012)","DOI":"10.1007\/978-3-642-30353-1_6"},{"key":"9653_CR12","doi-asserted-by":"crossref","unstructured":"Fournier-Viger, P., Wu, C.W., Zida, S., Tseng, V.S.: Fhm: faster high-utility itemset mining using estimated utility co-occurrence pruning. In: International Symposium on Methodologies for Intelligent Systems, pp. 83\u201392. Springer (2014)","DOI":"10.1007\/978-3-319-08326-1_9"},{"issue":"2","key":"9653_CR13","doi-asserted-by":"publisher","first-page":"964","DOI":"10.1109\/JIOT.2021.3119639","volume":"9","author":"TR Gadekallu","year":"2021","unstructured":"Gadekallu, T.R., Pham, Q.V., Nguyen, D.C., Maddikunta, P.K.R., Deepa, N., Prabadevi, B., Pathirana, P.N., Zhao, J., Hwang, W.J.: Blockchain for edge of things: applications, opportunities, and challenges. IEEE Internet Things J. 9(2), 964\u2013988 (2021)","journal-title":"IEEE Internet Things J."},{"key":"9653_CR14","doi-asserted-by":"crossref","unstructured":"Goyal, V., Sureka, A., Patel, D.: Efficient skyline itemsets mining. In: Proceedings of the Eighth International c* Conference on Computer Science & Software Engineering, pp. 119\u2013124 (2015)","DOI":"10.1145\/2790798.2790816"},{"issue":"2","key":"9653_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/335191.335372","volume":"29","author":"J Han","year":"2000","unstructured":"Han, J., Pei, J., Yin, Y.: Mining frequent patterns without candidate generation. ACM Sigmod Record 29(2), 1\u201312 (2000)","journal-title":"ACM Sigmod Record"},{"issue":"5","key":"9653_CR16","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."},{"key":"9653_CR17","doi-asserted-by":"crossref","unstructured":"Lin, C.W., Hong, T.P., Lu, W.H.: Efficiently mining high average utility itemsets with a tree structure. In: Asian Conference on Intelligent Information and Database Systems, pp. 131\u2013139. Springer (2010)","DOI":"10.1007\/978-3-642-12145-6_14"},{"issue":"6","key":"9653_CR18","doi-asserted-by":"publisher","first-page":"7419","DOI":"10.1016\/j.eswa.2010.12.082","volume":"38","author":"CW Lin","year":"2011","unstructured":"Lin, C.W., Hong, T.P., Lu, W.H.: An effective tree structure for mining high utility itemsets. Expert Syst. Appl. 38(6), 7419\u20137424 (2011)","journal-title":"Expert Syst. Appl."},{"key":"9653_CR19","doi-asserted-by":"crossref","unstructured":"Lin, J.C.W., Yang, L., Fournier-Viger, P., Dawar, S., Goyal, V., Sureka, A., Vo, B.: A more efficient algorithm to mine skyline frequent-utility patterns. In: International Conference on Genetic and Evolutionary Computing, pp. 127\u2013135. Springer (2016)","DOI":"10.1007\/978-3-319-48490-7_16"},{"key":"9653_CR20","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1016\/j.engappai.2018.10.010","volume":"77","author":"JCW Lin","year":"2019","unstructured":"Lin, J.C.W., Yang, L., Fournier-Viger, P., Hong, T.P.: Mining of skyline patterns by considering both frequent and utility constraints. Eng. Appl. Artif. Intel. 77, 229\u2013238 (2019)","journal-title":"Eng. Appl. Artif. Intel."},{"key":"9653_CR21","doi-asserted-by":"crossref","unstructured":"Liu, J., Wang, K., Fung, B.C.: Direct discovery of high utility itemsets without candidate generation. In: 2012 IEEE 12th International Conference on Data Mining, pp. 984\u2013989. IEEE (2012)","DOI":"10.1109\/ICDM.2012.20"},{"issue":"5","key":"9653_CR22","doi-asserted-by":"publisher","first-page":"1245","DOI":"10.1109\/TKDE.2015.2510012","volume":"28","author":"J Liu","year":"2015","unstructured":"Liu, J., Wang, K., Fung, B.C.: Mining high utility patterns in one phase without generating candidates. IEEE Trans. Knowl. Data Eng. 28(5), 1245\u20131257 (2015)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"9653_CR23","doi-asserted-by":"crossref","unstructured":"Liu, M., Qu, J.: Mining high utility itemsets without candidate generation. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management, pp. 55\u201364 (2012)","DOI":"10.1145\/2396761.2396773"},{"key":"9653_CR24","doi-asserted-by":"crossref","unstructured":"Liu, Y., Liao, W.K., Choudhary, A.: A two-phase algorithm for fast discovery of high utility itemsets. In: Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 689\u2013695. Springer (2005)","DOI":"10.1007\/11430919_79"},{"key":"9653_CR25","unstructured":"Ogihara, Z.P., Zaki, M., Parthasarathy, S., Ogihara, M., Li, W.: New algorithms for fast discovery of association rules. In: 3rd Intl. Conf. on Knowledge Discovery and Data Mining, Citeseer (1997)"},{"key":"9653_CR26","unstructured":"Podpecan, V., Lavrac, N., Kononenko, I.: A fast algorithm for mining utility-frequent itemsets. Constraint-Based Min. Learn. p. 9 (2007)"},{"issue":"3","key":"9653_CR27","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1007\/s41060-016-0027-9","volume":"1","author":"S Salloum","year":"2016","unstructured":"Salloum, S., Dautov, R., Chen, X., Peng, P.X., Huang, J.Z.: Big data analytics on apache spark. Int. J. Data Sci. Anal. 1(3), 145\u2013164 (2016)","journal-title":"Int. J. Data Sci. Anal."},{"issue":"1","key":"9653_CR28","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2017.9","volume":"50","author":"M Satyanarayanan","year":"2017","unstructured":"Satyanarayanan, M.: The emergence of edge computing. Comput. 50(1), 30\u201339 (2017)","journal-title":"Comput."},{"key":"9653_CR29","doi-asserted-by":"crossref","unstructured":"Song, W., Zheng, C., Fournier-Viger, P.: Mining skyline frequent-utility itemsets with utility filtering. In: Pacific Rim International Conference on Artificial Intelligence, pp. 411\u2013424. Springer (2021)","DOI":"10.1007\/978-3-030-89188-6_31"},{"issue":"1","key":"9653_CR30","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1109\/TKDE.2015.2458860","volume":"28","author":"VS Tseng","year":"2015","unstructured":"Tseng, V.S., Wu, C.W., Fournier-Viger, P., Philip, S.Y.: Efficient algorithms for mining top-k high utility itemsets. IEEE Trans. Knowl. Data Eng. 28(1), 54\u201367 (2015)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"9653_CR31","doi-asserted-by":"crossref","unstructured":"Tseng, V.S., Wu, C.W., Shie, B.E., 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, pp. 253\u2013262 (2010)","DOI":"10.1145\/1835804.1835839"},{"issue":"6","key":"9653_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3363571","volume":"13","author":"JMT Wu","year":"2019","unstructured":"Wu, J.M.T., Lin, J.C.W., Tamrakar, A.: High-utility itemset mining with effective pruning strategies. ACM Trans. Knowl. Discov. Data (TKDD) 13(6), 1\u201322 (2019)","journal-title":"ACM Trans. Knowl. Discov. Data (TKDD)"},{"issue":"1","key":"9653_CR33","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1007\/s11036-020-01701-5","volume":"26","author":"JMT Wu","year":"2021","unstructured":"Wu, J.M.T., Srivastava, G., Lin, J.C.W., Djenouri, Y., Wei, M., Parizi, R.M., Khan, M.S.: Mining of high-utility patterns in big iot-based databases. Mob. Netw. Appl. 26(1), 216\u2013233 (2021)","journal-title":"Mob. Netw. Appl."},{"key":"9653_CR34","doi-asserted-by":"crossref","unstructured":"Wu, J.M.T., Teng, Q., Huda, S., Chen, Y.C., Chen, C.M.: A privacy frequent itemsets mining framework for collaboration in iot using federated learning. ACM Trans. Sens. Netw. (TOSN) (2022)","DOI":"10.1145\/3532090"},{"key":"9653_CR35","doi-asserted-by":"publisher","first-page":"66788","DOI":"10.1109\/ACCESS.2020.2982415","volume":"8","author":"JMT Wu","year":"2020","unstructured":"Wu, J.M.T., Teng, Q., Lin, J.C.W., Cheng, C.F.: Incrementally updating the discovered high average-utility patterns with the pre-large concept. IEEE Access 8, 66788\u201366798 (2020)","journal-title":"IEEE Access"},{"key":"9653_CR36","doi-asserted-by":"crossref","unstructured":"Wu, J.M.T., Wei, M., Wu, M.E., Tayeb, S.: Top-k dominating queries on incomplete large dataset. J. Supercomput., pp. 1\u201322 (2021)","DOI":"10.1007\/s11227-021-04005-x"},{"issue":"3","key":"9653_CR37","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1016\/j.datak.2005.10.004","volume":"59","author":"H Yao","year":"2006","unstructured":"Yao, H., Hamilton, H.J.: Mining itemset utilities from transaction databases. Data Knowl. Eng. 59(3), 603\u2013626 (2006)","journal-title":"Data Knowl. Eng."},{"key":"9653_CR38","doi-asserted-by":"crossref","unstructured":"Yen, S.J., Lee, Y.S.: Mining High Utility Quantitative Association Rules. In: International Conference on Data Warehousing and Knowledge Discovery, pp. 283\u2013292. Springer (2007)","DOI":"10.1007\/978-3-540-74553-2_26"},{"key":"9653_CR39","unstructured":"Zaharia, M., Chowdhury, M., Das, T., Dave, A., Ma, J., McCauly, M., Franklin, M.J., Shenker, S., Stoica, I.: Resilient distributed datasets: a {Fault-Tolerant} abstraction for {In-Memory} cluster computing. In: 9Th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12), pp. 15\u201328 (2012)"},{"key":"9653_CR40","unstructured":"Zaharia, M., Chowdhury, M., Franklin, M.J., Shenker, S., Stoica, I.: Spark: cluster computing with working sets. In: 2Nd USENIX Workshop on Hot Topics in Cloud Computing (Hotcloud 10) (2010)"},{"key":"9653_CR41","doi-asserted-by":"crossref","unstructured":"Zida, S., Fournier-Viger, P., Lin, J.C.W., Wu, C.W., Tseng, V.S.: Efim: a highly efficient algorithm for high-utility itemset mining. In: Mexican International Conference on Artificial Intelligence, pp. 530\u2013546. Springer (2015)","DOI":"10.1007\/978-3-319-27060-9_44"},{"issue":"2","key":"9653_CR42","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.W., Wu, C.W., 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":["Journal of Grid Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-023-09653-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10723-023-09653-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-023-09653-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,17]],"date-time":"2024-10-17T19:30:34Z","timestamp":1729193434000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10723-023-09653-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,5]]},"references-count":42,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2023,6]]}},"alternative-id":["9653"],"URL":"https:\/\/doi.org\/10.1007\/s10723-023-09653-2","relation":{},"ISSN":["1570-7873","1572-9184"],"issn-type":[{"value":"1570-7873","type":"print"},{"value":"1572-9184","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,4,5]]},"assertion":[{"value":"26 September 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 February 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 April 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with Ethical Standards"}},{"value":"The authors have no competing interests to declare","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Competing interests"}}],"article-number":"22"}}