{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,17]],"date-time":"2025-12-17T17:58:33Z","timestamp":1765994313583,"version":"3.37.3"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2015,12,28]],"date-time":"2015-12-28T00:00:00Z","timestamp":1451260800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100003787","name":"Natural Science Foundation of Hebei Province (CN)","doi-asserted-by":"publisher","award":["F2014201100; A2014201003"],"award-info":[{"award-number":["F2014201100; A2014201003"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China (CN)","doi-asserted-by":"publisher","award":["61170040; 61473111"],"award-info":[{"award-number":["61170040; 61473111"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. & Cyber."],"published-print":{"date-parts":[[2018,2]]},"DOI":"10.1007\/s13042-015-0477-8","type":"journal-article","created":{"date-parts":[[2015,12,28]],"date-time":"2015-12-28T08:36:51Z","timestamp":1451291811000},"page":"295-308","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Incremental method of updating approximations in DRSA under variations of multiple objects"],"prefix":"10.1007","volume":"9","author":[{"given":"Yan","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongfei","family":"Jin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaodian","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,12,28]]},"reference":[{"issue":"3","key":"477_CR1","first-page":"289","volume":"11","author":"Z Pawlak","year":"1982","unstructured":"Pawlak Z (1982) Rough Sets. Int J Inf Comput Sci 11(3):289\u2013296","journal-title":"Int J Inf Comput Sci"},{"key":"477_CR2","doi-asserted-by":"crossref","first-page":"1185","DOI":"10.3233\/IFS-151729","volume":"29","author":"XZ Wang","year":"2015","unstructured":"Wang XZ, Aamir R, Fu AM (2015) Fuzziness based sample categorization for classifier performance improvement. J Intell Fuzzy Syst 29:1185\u20131196","journal-title":"J Intell Fuzzy Syst"},{"issue":"4","key":"477_CR3","doi-asserted-by":"crossref","first-page":"743","DOI":"10.3233\/IDA-150743","volume":"19","author":"SX Lu","year":"2015","unstructured":"Lu SX, Wang XZ, Zhang GQ, Zhou X (2015) Effective algorithms of the Moore\u2013Penrose inverse matrices for extreme learning machine. Intell Data Anal 19(4):743\u2013760","journal-title":"Intell Data Anal"},{"issue":"13\u201315","key":"477_CR4","doi-asserted-by":"crossref","first-page":"2581","DOI":"10.1016\/j.neucom.2007.01.005","volume":"70","author":"XZ Wang","year":"2007","unstructured":"Wang XZ, Dong CR, Fan TG (2007) Training T\u2013S norm neural networks to refine weights for fuzzy if-then rules. Neurocomputing 70(13\u201315):2581\u20132587","journal-title":"Neurocomputing"},{"key":"477_CR5","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.neucom.2005.05.006","volume":"68","author":"XZ Wang","year":"2005","unstructured":"Wang XZ, He Q, Chen DG, Yeung DS (2005) A genetic algorithm for solving the inverse problem of support vector machines. Neurocomputing 68:225\u2013238","journal-title":"Neurocomputing"},{"issue":"5","key":"477_CR6","doi-asserted-by":"crossref","first-page":"2329","DOI":"10.3233\/IFS-141516","volume":"28","author":"XZ Wang","year":"2015","unstructured":"Wang XZ (2015) Learning from big data with uncertainty\u2014editorial. J Intell Fuzzy Syst 28(5):2329\u20132330","journal-title":"J Intell Fuzzy Syst"},{"issue":"5","key":"477_CR7","doi-asserted-by":"crossref","first-page":"1638","DOI":"10.1109\/TFUZZ.2014.2371479","volume":"23","author":"XZ Wang","year":"2015","unstructured":"Wang XZ, Xing HJ, Li Y et al (2015) A study on relationship between generalization abilities and fuzziness of base classifiers in ensemble learning. IEEE Trans Fuzzy Syst 23(5):1638\u20131654","journal-title":"IEEE Trans Fuzzy Syst"},{"issue":"7","key":"477_CR8","doi-asserted-by":"crossref","first-page":"1262","DOI":"10.1109\/TCYB.2014.2348012","volume":"45","author":"R Wang","year":"2015","unstructured":"Wang R, Kwon S, Wang XZ, Jiang QS (2015) Segment based decision tree induction with continuous valued attributes. IEEE Trans Cybern 45(7):1262\u20131275","journal-title":"IEEE Trans Cybern"},{"issue":"5","key":"477_CR9","doi-asserted-by":"crossref","first-page":"620","DOI":"10.1109\/TCYB.2013.2263382","volume":"44","author":"XZ Wang","year":"2014","unstructured":"Wang XZ, Wang R, Feng HM, Wang HC (2014) A new approach to classifier fusion based on upper integral. IEEE Trans Cybern 44(5):620\u2013635","journal-title":"IEEE Trans Cybern"},{"issue":"3","key":"477_CR10","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0165-0114(97)00030-4","volume":"99","author":"XZ Wang","year":"1998","unstructured":"Wang XZ, Hong JR (1998) On the handling of fuzziness for continuous-valued attributes in decision tree generation. Fuzzy Sets Syst 99(3):283\u2013290","journal-title":"Fuzzy Sets Syst"},{"issue":"8","key":"477_CR11","doi-asserted-by":"crossref","first-page":"1658","DOI":"10.1016\/j.patcog.2011.02.020","volume":"44","author":"Y Qian","year":"2011","unstructured":"Qian Y, Liang J, Pedrycz W (2011) An efficient accelerator for attribute reduction from incomplete data in rough set framework. Pattern Recogn 44(8):1658\u20131670","journal-title":"Pattern Recogn"},{"issue":"6","key":"477_CR12","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1002\/int.20481","volume":"26","author":"X Chen","year":"2011","unstructured":"Chen X, Ziarko W (2011) Experiments with rough set approach to face recognition. Int J Intell Syst 26(6):3\u201321","journal-title":"Int J Intell Syst"},{"issue":"2","key":"477_CR13","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1016\/j.engappai.2011.09.003","volume":"25","author":"J Blaszczynski","year":"2012","unstructured":"Blaszczynski J, Greco S, Slowinski R (2012) Inductive discovery of laws using monotonic rules. Eng Appl Artif Intell 25(2):284\u2013294","journal-title":"Eng Appl Artif Intell"},{"issue":"2","key":"477_CR14","first-page":"179","volume":"9","author":"A Abbas","year":"2012","unstructured":"Abbas A, Liu J (2012) Designing an intelligent recommender system using partial credit model and bayesian rough set. Int Arab J Inf Technol 9(2):179\u2013187","journal-title":"Int Arab J Inf Technol"},{"issue":"12","key":"477_CR15","doi-asserted-by":"crossref","first-page":"8284","DOI":"10.1016\/j.eswa.2010.05.056","volume":"37","author":"B Chang","year":"2010","unstructured":"Chang B, Hung H (2010) A study of using RST to create the supplier selection model and decision-making rules. Expert Syst Appl 37(12):8284\u20138295","journal-title":"Expert Syst Appl"},{"key":"477_CR16","doi-asserted-by":"crossref","first-page":"4493","DOI":"10.1016\/j.ins.2007.04.010","volume":"177","author":"XZ Wang","year":"2007","unstructured":"Wang XZ, Tsang ECC, Zhao SY, Chen DG, Yeung DS (2007) Learning fuzzy rules from fuzzy samples based on rough set techniques. Inf Sci 177:4493\u20134514","journal-title":"Inf Sci"},{"issue":"16","key":"477_CR17","doi-asserted-by":"crossref","first-page":"3188","DOI":"10.1016\/j.ins.2008.03.021","volume":"178","author":"XZ Wang","year":"2008","unstructured":"Wang XZ, Zhai JH, Lu SX (2008) Induction of multiple fuzzy decision trees based on rough set technique. Inf Sci 178(16):3188\u20133202","journal-title":"Inf Sci"},{"key":"477_CR18","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.ins.2013.05.039","volume":"248","author":"SY Zhao","year":"2013","unstructured":"Zhao SY, Wang XZ, Chen DG, Tsang ECC (2013) Nested structure in parameterized rough reduction. Inf Sci 248:130\u2013150","journal-title":"Inf Sci"},{"key":"477_CR19","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/S0377-2217(98)00127-1","volume":"117","author":"S Greco","year":"1999","unstructured":"Greco S, Matarazzo B, Slowingski R (1999) Rough approximation of a preference relation by dominance relation. Eur J Oper Res 117:63\u201383","journal-title":"Eur J Oper Res"},{"issue":"1","key":"477_CR20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0377-2217(00)00167-3","volume":"129","author":"S Greco","year":"2001","unstructured":"Greco S, Matarazzo B, Slowingski R (2001) Rough sets theory for multicriteria decision analysis. Eur J Oper Res 129(1):1\u201347","journal-title":"Eur J Oper Res"},{"issue":"2","key":"477_CR21","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1002\/int.10014","volume":"17","author":"S Greco","year":"2002","unstructured":"Greco S, Matarazzo B, Slowingski R (2002) Rough approximation by dominance relations. Int J Intell Syst 17(2):153\u2013171","journal-title":"Int J Intell Syst"},{"issue":"21","key":"477_CR22","doi-asserted-by":"crossref","first-page":"4019","DOI":"10.1016\/j.ins.2008.06.013","volume":"178","author":"W Kotlowski","year":"2008","unstructured":"Kotlowski W, Blaszczynski J, Greco S, Slowinski R (2008) Stochastic dominance-based rough set model for ordinal classification. Inf Sci 178(21):4019\u20134037","journal-title":"Inf Sci"},{"key":"477_CR23","first-page":"2199","volume":"26","author":"G Luo","year":"2010","unstructured":"Luo G, Yang X (2010) Limited dominance-based rough set model and knowledge reductions in incomplete decision system. J Inf Sci Eng 26:2199\u20132211","journal-title":"J Inf Sci Eng"},{"issue":"7","key":"477_CR24","doi-asserted-by":"crossref","first-page":"979","DOI":"10.1016\/j.ijar.2009.02.011","volume":"50","author":"J Blaszczynski","year":"2009","unstructured":"Blaszczynski J, Greco S, Slowinski R (2009) Monotonic variable consistency rough set approaches. Int J Approx Reason 50(7):979\u2013999","journal-title":"Int J Approx Reason"},{"issue":"8","key":"477_CR25","doi-asserted-by":"crossref","first-page":"1994","DOI":"10.1016\/j.camwa.2008.04.021","volume":"56","author":"YH Qian","year":"2008","unstructured":"Qian YH, Liang JY, Dang CY (2008) Interval ordered information systems. Comput Math Appl 56(8):1994\u20132009","journal-title":"Comput Math Appl"},{"issue":"16","key":"477_CR26","doi-asserted-by":"crossref","first-page":"2809","DOI":"10.1016\/j.ins.2009.04.007","volume":"179","author":"YH Qian","year":"2009","unstructured":"Qian YH, Dang CY, Liang JY, Tang DW (2009) Set-valued ordered information systems. Inf Sci 179(16):2809\u20132832","journal-title":"Inf Sci"},{"key":"477_CR27","doi-asserted-by":"crossref","first-page":"11120","DOI":"10.1016\/j.eswa.2011.02.157","volume":"38","author":"G Peters","year":"2011","unstructured":"Peters G, Poon S (2011) Analyzing it business values\u2014a dominance-based rough sets approach perspective. Expert Syst Appl 38:11120\u201311128","journal-title":"Expert Syst Appl"},{"key":"477_CR28","doi-asserted-by":"crossref","first-page":"843","DOI":"10.2298\/CSIS090804025R","volume":"7","author":"R Zhang","year":"2010","unstructured":"Zhang R, Liu B, Liu S (2010) A multi-attribute auction model by dominance-based rough sets approach. Comput Sci Inf Syst 7:843\u2013858","journal-title":"Comput Sci Inf Syst"},{"key":"477_CR29","doi-asserted-by":"crossref","first-page":"2230","DOI":"10.1016\/j.ins.2010.01.025","volume":"180","author":"J Liou","year":"2010","unstructured":"Liou J, Tzeng G (2010) A dominance-based rough set approach to customer behavior in the airline market. Inf Sci 180:2230\u20132238","journal-title":"Inf Sci"},{"key":"477_CR30","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/j.ins.2013.08.016","volume":"257","author":"JB Zhang","year":"2014","unstructured":"Zhang JB, Li TR, Chen HM (2014) Composite rough sets for dynamic data mining. Inf Sci 257:81\u2013100","journal-title":"Inf Sci"},{"key":"477_CR31","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1002\/int.21523","volume":"27","author":"JB Zhang","year":"2012","unstructured":"Zhang JB, Li TR, Ruan D, Liu D (2012) Neighborhood rough sets for dynamic data mining. Int J Intell Syst 27:317\u2013342","journal-title":"Int J Intell Syst"},{"issue":"2","key":"477_CR32","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1109\/TKDE.2011.220","volume":"25","author":"HM Chen","year":"2013","unstructured":"Chen HM, Li TR, Ruan D, Lin JH, Hu CX (2013) A rough-set based incremental approach for updating approximations under dynamic maintenance environments. IEEE Trans Knowl Data Eng 25(2):274\u2013284","journal-title":"IEEE Trans Knowl Data Eng"},{"doi-asserted-by":"crossref","unstructured":"Hu F, Wang G, Huang H, Wu Y (2005) Incremental attribute reduction based on elementary sets. In: Proceedings of international conference of RSFDGrC, LNAI, vol 3641. Springer, Berlin, pp 185\u2013193","key":"477_CR33","DOI":"10.1007\/11548669_20"},{"issue":"2","key":"477_CR34","doi-asserted-by":"crossref","first-page":"294","DOI":"10.1109\/TKDE.2012.146","volume":"26","author":"JY Liang","year":"2014","unstructured":"Liang JY, Wang F, Dang CY, Qian YH (2014) A group incremental approach to feature selection applying rough set technique. IEEE Trans Knowl Data Eng 26(2):294\u2013308","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"477_CR35","doi-asserted-by":"crossref","first-page":"1341","DOI":"10.1016\/j.knosys.2011.06.007","volume":"24","author":"Y Xu","year":"2011","unstructured":"Xu Y, Wang L, Zhang R (2011) A dynamic attribute reduction algorithm based on 0\u20131 integer programming. Knowl-Based Syst 24:1341\u20131347","journal-title":"Knowl-Based Syst"},{"issue":"2","key":"477_CR36","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1111\/j.1467-8640.1995.tb00038.x","volume":"11","author":"N Shan","year":"1995","unstructured":"Shan N, Ziarko W (1995) Data-based acquisition and incremental modification of classification rules. Comput Intell 11(2):357\u2013370","journal-title":"Comput Intell"},{"issue":"1","key":"477_CR37","first-page":"25","volume":"1","author":"WC Bang","year":"1999","unstructured":"Bang WC, Zeungnam B (1999) New incremental learning algorithm in the framework of rough set theory. Fuzzy Syst 1(1):25\u201336","journal-title":"Fuzzy Syst"},{"unstructured":"Tong LY, An LP (2002) Incremental learning of decision rules based on rough set theory. In: Proceedings of the fourth world congress on intelligent control and automation, pp. 420-425","key":"477_CR38"},{"issue":"2","key":"477_CR39","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1007\/s13042-013-0194-0","volume":"5","author":"X Liu","year":"2014","unstructured":"Liu X, Qian YH, Liang JY (2014) A rule-extraction framework under multigranulation rough sets. Int J Mach Learn Cybern 5(2):319\u2013326","journal-title":"Int J Mach Learn Cybern"},{"issue":"6","key":"477_CR40","doi-asserted-by":"crossref","first-page":"981","DOI":"10.1007\/s13042-014-0242-4","volume":"5","author":"HR Ju","year":"2014","unstructured":"Ju HR, Yang XB, Song XN, Qi YS (2014) Dynamic updating multigranulation fuzzy rough set: approximations and reducts. Int J Mach Learn Cybern 5(6):981\u2013990","journal-title":"Int J Mach Learn Cybern"},{"key":"477_CR41","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1080\/18756891.2011.9727768","volume":"4","author":"X Jia","year":"2011","unstructured":"Jia X, Shang L, Chen J (2011) Incremental versus non-incremental: data and algorithms based on ordering relations. Int J Comput Intell Syst 4:112\u2013122","journal-title":"Int J Comput Intell Syst"},{"issue":"8","key":"477_CR42","doi-asserted-by":"crossref","first-page":"729","DOI":"10.1002\/int.21599","volume":"28","author":"SY Li","year":"2013","unstructured":"Li SY, Li TR, Liu D (2013) Dynamic maintenance of approximations in dominance-based rough set approach under the variation of the object set. Int J Intell Syst 28(8):729\u2013751","journal-title":"Int J Intell Syst"},{"issue":"1","key":"477_CR43","first-page":"18","volume":"3","author":"Y Li","year":"2014","unstructured":"Li Y, Liu XQ, Hou JJ (2014) Incrementally updating method in dominance-based rough set approach. Int J Intell Inf Manag Sci 3(1):18\u201322","journal-title":"Int J Intell Inf Manag Sci"},{"key":"477_CR44","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1016\/j.knosys.2013.06.013","volume":"50","author":"C Luo","year":"2013","unstructured":"Luo C, Li TR, Chen HM, Liu D (2013) Incremental approaches for updating approximations in set-valued ordered information systems. Knowl-Based Syst 50:218\u2013233","journal-title":"Knowl-Based Syst"},{"key":"477_CR45","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1016\/j.ins.2013.09.035","volume":"257","author":"C Luo","year":"2014","unstructured":"Luo C, Li TR, Chen HM (2014) Dynamic maintenance of approximations in set-valued ordered decision systems under the attribute generalization. Inf Sci 257:210\u2013228","journal-title":"Inf Sci"},{"unstructured":"Newman D, Hettich S, Blake C, Merz C (1998) UCI repository of machine learning databases, University of California, Department of Information and Computer Science, Irvine, CA, 1998. \n                        http:\/\/archive.ics.uci.edu\/ml\/","key":"477_CR46"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-015-0477-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0477-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0477-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0477-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,2]],"date-time":"2019-06-02T10:31:21Z","timestamp":1559471481000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-015-0477-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,12,28]]},"references-count":46,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2018,2]]}},"alternative-id":["477"],"URL":"https:\/\/doi.org\/10.1007\/s13042-015-0477-8","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"type":"print","value":"1868-8071"},{"type":"electronic","value":"1868-808X"}],"subject":[],"published":{"date-parts":[[2015,12,28]]}}}