{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T13:29:12Z","timestamp":1743082152308,"version":"3.40.3"},"publisher-location":"Cham","reference-count":28,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030410315"},{"type":"electronic","value":"9783030410322"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"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":[[2020]]},"DOI":"10.1007\/978-3-030-41032-2_2","type":"book-chapter","created":{"date-parts":[[2020,2,13]],"date-time":"2020-02-13T22:02:28Z","timestamp":1581631348000},"page":"15-27","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Big Data Analysis: Theory and Applications"],"prefix":"10.1007","author":[{"given":"Yong","family":"Shi","sequence":"first","affiliation":[]},{"given":"Pei","family":"Quan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,2,13]]},"reference":[{"issue":"1\u20132","key":"2_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0933-3657(02)00049-0","volume":"26","author":"KJ Cios","year":"2002","unstructured":"Cios, K.J., Moore, G.W.: Uniqueness of medical data mining. Artif. Intell. Med. 26(1\u20132), 1\u201324 (2002)","journal-title":"Artif. Intell. Med."},{"issue":"1","key":"2_CR2","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1016\/0377-2217(81)90048-5","volume":"7","author":"N Freed","year":"1981","unstructured":"Freed, N., Glover, F.: Simple but powerful goal programming models for discriminant problems. Eur. J. Oper. Res. 7(1), 44\u201360 (1981)","journal-title":"Eur. J. Oper. Res."},{"issue":"04","key":"2_CR3","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1142\/S021962200400129X","volume":"3","author":"J He","year":"2004","unstructured":"He, J., Liu, X., Shi, Y., Xu, W., Yan, N.: Classifications of credit cardholder behavior by using fuzzy linear programming. Int. J. Inf. Technol. Decis. Making 3(04), 633\u2013650 (2004)","journal-title":"Int. J. Inf. Technol. Decis. Making"},{"key":"2_CR4","unstructured":"Kou, G.: Multi-class multi-criteria mathematical programming and its applications in large scale data mining problems. Ph.D. thesis, University of Nebraska at Omaha (2006)"},{"issue":"4","key":"2_CR5","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1080\/10556780310001600953","volume":"18","author":"G Kou","year":"2003","unstructured":"Kou, G., Liu, X., Peng, Y., Shi, Y., Wise, M., Xu, W.: Multiple criteria linear programming approach to data mining: models, algorithm designs and software development. Optim. Methods Softw. 18(4), 453\u2013473 (2003)","journal-title":"Optim. Methods Softw."},{"key":"2_CR6","volume-title":"Data Mining in Finance: Advances in Relational and Hybrid Methods","author":"B Kovalerchuk","year":"2006","unstructured":"Kovalerchuk, B., Vityaev, E.: Data Mining in Finance: Advances in Relational and Hybrid Methods, vol. 547. Springer, Heidelberg (2006)"},{"issue":"3","key":"2_CR7","doi-asserted-by":"publisher","first-page":"1259","DOI":"10.1016\/j.asoc.2007.02.014","volume":"8","author":"A Li","year":"2008","unstructured":"Li, A., Shi, Y., He, J.: MCLP-based methods for improving bad catching rate in credit cardholder behavior analysis. Appl. Soft Comput. 8(3), 1259\u20131265 (2008)","journal-title":"Appl. Soft Comput."},{"key":"2_CR8","doi-asserted-by":"publisher","first-page":"1066","DOI":"10.1016\/j.procs.2014.05.361","volume":"31","author":"F Liu","year":"2014","unstructured":"Liu, F., Shi, Y.: The search engine IQ test based on the internet IQ evaluation algorithm. Proc. Comput. Sci. 31, 1066\u20131073 (2014)","journal-title":"Proc. Comput. Sci."},{"issue":"2","key":"2_CR9","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1007\/s40745-017-0109-0","volume":"4","author":"F Liu","year":"2017","unstructured":"Liu, F., Shi, Y., Liu, Y.: Intelligence quotient and intelligence grade of artificial intelligence. Ann. Data Sci. 4(2), 179\u2013191 (2017)","journal-title":"Ann. Data Sci."},{"issue":"02","key":"2_CR10","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1142\/S0219622015500030","volume":"14","author":"F Liu","year":"2015","unstructured":"Liu, F., Shi, Y., Wang, B.: World search engine IQ test based on the internet IQ evaluation algorithms. Int. J. Inf. Technol. Decis. Making 14(02), 221\u2013237 (2015)","journal-title":"Int. J. Inf. Technol. Decis. Making"},{"issue":"1","key":"2_CR11","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1017\/S0269888905000408","volume":"20","author":"K McGarry","year":"2005","unstructured":"McGarry, K.: A survey of interestingness measures for knowledge discovery. Knowl. Eng. Rev. 20(1), 39\u201361 (2005)","journal-title":"Knowl. Eng. Rev."},{"issue":"1","key":"2_CR12","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1016\/S0024-6301(99)00115-6","volume":"33","author":"I Nonaka","year":"2000","unstructured":"Nonaka, I., Toyama, R., Konno, N.: SECI, Ba and leadership: a unified model of dynamic knowledge creation. Long Range Plan. 33(1), 5\u201334 (2000)","journal-title":"Long Range Plan."},{"issue":"3","key":"2_CR13","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1007\/s10115-007-0107-1","volume":"16","author":"T Peng","year":"2008","unstructured":"Peng, T., Zuo, W., He, F.: SVM based adaptive learning method for text classification from positive and unlabeled documents. Knowl. Inf. Syst. 16(3), 281\u2013301 (2008)","journal-title":"Knowl. Inf. Syst."},{"issue":"04","key":"2_CR14","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1142\/S0219622008003204","volume":"7","author":"Y Peng","year":"2008","unstructured":"Peng, Y., Kou, G., Shi, Y., Chen, Z.: A descriptive framework for the field of data mining and knowledge discovery. Int. J. Inf. Technol. Decis. Making 7(04), 639\u2013682 (2008)","journal-title":"Int. J. Inf. Technol. Decis. Making"},{"issue":"1","key":"2_CR15","first-page":"12","volume":"3","author":"C Romero","year":"2013","unstructured":"Romero, C., Ventura, S.: Data mining in education. Wiley Interdisc. Rev.: Data Min. Knowl. Discov. 3(1), 12\u201327 (2013)","journal-title":"Wiley Interdisc. Rev.: Data Min. Knowl. Discov."},{"key":"2_CR16","doi-asserted-by":"publisher","DOI":"10.1142\/4000","volume-title":"Multiple Criteria and Multiple Constraint Levels Linear Programming: Concepts, Techniques and Applications","author":"Y Shi","year":"2001","unstructured":"Shi, Y.: Multiple Criteria and Multiple Constraint Levels Linear Programming: Concepts, Techniques and Applications. World Scientific Publishing Company, Singapore (2001)"},{"issue":"4","key":"2_CR17","first-page":"6","volume":"44","author":"Y Shi","year":"2014","unstructured":"Shi, Y.: Big data: History, current status, and challenges going forward. Bridge 44(4), 6\u201311 (2014)","journal-title":"Bridge"},{"key":"2_CR18","unstructured":"Shi, Y., Li, X.: Knowledge management platforms and intelligent knowledge beyond data mining. In: Shi, Y., Olsen, D.L., Stam, A. (eds.) Advances in Multiple Criteria Decision Making and Human Systems Management: Knowledge and Wisdom, pp. 272\u2013288. IOS Press, Amsterdam (2007)"},{"key":"2_CR19","volume-title":"Introduction to Business Data Mining","author":"Y Shi","year":"2007","unstructured":"Shi, Y.: Introduction to Business Data Mining. New York, New York (2007)"},{"issue":"01","key":"2_CR20","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1142\/S0219622002000038","volume":"1","author":"Y Shi","year":"2002","unstructured":"Shi, Y., Peng, Y., Xu, W., Tang, X.: Data mining via multiple criteria linear programming: applications in credit card portfolio management. Int. J. Inf. Technol. Decis. Making 1(01), 131\u2013151 (2002)","journal-title":"Int. J. Inf. Technol. Decis. Making"},{"key":"2_CR21","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-85729-504-0","volume-title":"Optimization Based Data Mining: Theory and Applications","author":"Y Shi","year":"2011","unstructured":"Shi, Y., Tian, Y., Kou, G., Peng, Y., Li, J.: Optimization Based Data Mining: Theory and Applications. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-0-85729-504-0"},{"key":"2_CR22","series-title":"Lecture Notes in Economics and Mathematical Systems","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1007\/978-3-642-56680-6_39","volume-title":"Multiple Criteria Decision Making in the New Millennium","author":"Y Shi","year":"2001","unstructured":"Shi, Y., Wise, M., Luo, M., Lin, Y.: Data mining in credit card portfolio management: a multiple criteria decision making approach. In: K\u00f6ksalan, M., Zionts, S. (eds.) Multiple Criteria Decision Making in the New Millennium. LNE, vol. 507, pp. 427\u2013436. Springer, Heidelberg (2001). https:\/\/doi.org\/10.1007\/978-3-642-56680-6_39"},{"key":"2_CR23","unstructured":"Turner, V., Gantz, J.F., Reinsel, D., Minton, S.: The digital universe of opportunities: rich data and the increasing value of the internet of things. IDC Anal. Future 16 (2014)"},{"key":"2_CR24","series-title":"Lecture Notes in Economics and Mathematical Systems","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1007\/978-3-642-04045-0_25","volume-title":"Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems","author":"N Yan","year":"2010","unstructured":"Yan, N., Shi, Y., Chen, Z.: Multiple criteria nonlinear programming classification with the non-additive measure. In: Ehrgott, M., Naujoks, B., Stewart, T., Wallenius, J., et al. (eds.) Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems. LNE, vol. 634, pp. 289\u2013297. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-04045-0_25"},{"key":"2_CR25","unstructured":"Zhang, D., Tian, Y., Shi, Y.: A regression method by multiple criteria linear programming. In: 19th International Conference on Multiple Criteria Decision Making (2008)"},{"issue":"3","key":"2_CR26","doi-asserted-by":"publisher","first-page":"823","DOI":"10.1016\/j.cor.2007.11.001","volume":"36","author":"J Zhang","year":"2009","unstructured":"Zhang, J., Shi, Y., Zhang, P.: Several multi-criteria programming methods for classification. Comput. Oper. Res. 36(3), 823\u2013836 (2009)","journal-title":"Comput. Oper. Res."},{"issue":"4","key":"2_CR27","doi-asserted-by":"publisher","first-page":"145","DOI":"10.3233\/HSM-2009-0706","volume":"28","author":"L Zhang","year":"2009","unstructured":"Zhang, L., Li, J., Shi, Y., Liu, X.: Foundations of intelligent knowledge management. Hum. Syst. Manag. 28(4), 145\u2013161 (2009)","journal-title":"Hum. Syst. Manag."},{"key":"2_CR28","unstructured":"Zhang, L., Li, J., Zheng, X., Li, X., Shi, Y.: Study on a process-oriented knowledge management model. JAIST PRESS Publications (2007). http:\/\/hdl.handle.net\/10119\/4140"}],"container-title":["Lecture Notes in Computer Science","Large-Scale Scientific Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-41032-2_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,12,9]],"date-time":"2020-12-09T16:23:38Z","timestamp":1607531018000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-41032-2_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030410315","9783030410322"],"references-count":28,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-41032-2_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"13 February 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"LSSC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Large-Scale Scientific Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Sozopol","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bulgaria","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":"10 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"lssc2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/parallel.bas.bg\/Conferences\/SciCom19\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}