{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:31:07Z","timestamp":1760596267533,"version":"3.40.3"},"publisher-location":"Cham","reference-count":49,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319257532"},{"type":"electronic","value":"9783319257549"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-25754-9_2","type":"book-chapter","created":{"date-parts":[[2015,11,21]],"date-time":"2015-11-21T09:12:37Z","timestamp":1448097157000},"page":"15-25","source":"Crossref","is-referenced-by-count":13,"title":["PICKT: A Solution for Big Data Analysis"],"prefix":"10.1007","author":[{"given":"Tianrui","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chuan","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongmei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junbo","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"8","key":"2_CR1","doi-asserted-by":"publisher","first-page":"851","DOI":"10.1002\/int.21728","volume":"30","author":"TR Li","year":"2015","unstructured":"Li, T.R., Lu, J., Luis, M.L.: Preface: Intelligent techniques for data science. Int. J. Intel. Syst. 30(8), 851\u2013853 (2015)","journal-title":"Int. J. Intel. Syst."},{"key":"2_CR2","doi-asserted-by":"crossref","unstructured":"Dealing with data: Science 331(6018), 639\u2013806 (2011)","DOI":"10.1126\/science.1197872"},{"issue":"2","key":"2_CR3","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.bdr.2015.01.006","volume":"2","author":"XL Jin","year":"2015","unstructured":"Jin, X.L., Wah, B.W., Cheng, X.Q., Wang, Y.Z.: Significance and challenges of big data research. Big Data Res. 2(2), 59\u201364 (2015)","journal-title":"Big Data Res."},{"key":"2_CR4","doi-asserted-by":"crossref","unstructured":"Yao, Y.Y.: Granular computing: past, present and future. In: Proceedings of GrC 2008, pp. 80\u201385 (2008)","DOI":"10.1109\/GRC.2008.4664800"},{"key":"2_CR5","doi-asserted-by":"crossref","unstructured":"Big data. Nature 455(7209), 1\u2013136 (2008)","DOI":"10.1038\/455001a"},{"issue":"1","key":"2_CR6","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1109\/TKDE.2013.109","volume":"26","author":"XD Wu","year":"2014","unstructured":"Wu, X.D., Zhu, X.Q., Wu, G.Q., Ding, W.: Data mining with big data. IEEE Trans. Knowl. Data Eng. 26(1), 97\u2013107 (2014)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"2_CR7","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.ins.2006.06.003","volume":"177","author":"Z Pawlak","year":"2007","unstructured":"Pawlak, Z., Skowron, A.: Rudiments of rough sets. Inf. Sci. 177, 3\u201327 (2007)","journal-title":"Inf. Sci."},{"key":"2_CR8","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1016\/j.ins.2011.12.036","volume":"194","author":"JB Zhang","year":"2012","unstructured":"Zhang, J.B., Li, T.R., Ruan, D., Gao, Z.Z., Zhao, C.B.: A parallel method for computing rough set approximations. Inf. Sci. 194, 209\u2013223 (2012)","journal-title":"Inf. Sci."},{"issue":"3","key":"2_CR9","doi-asserted-by":"publisher","first-page":"896","DOI":"10.1016\/j.ijar.2013.08.003","volume":"55","author":"JB Zhang","year":"2014","unstructured":"Zhang, J.B., Wong, J.S., Li, T.R., Pan, Y.: A comparison of parallel large-scale knowledge acquisition using rough set theory on different MapReduce runtime systems. Int. J. Approx. Reasoning 55(3), 896\u2013907 (2014)","journal-title":"Int. J. Approx. Reasoning"},{"issue":"5","key":"2_CR10","first-page":"1064","volume":"26","author":"JB Zhang","year":"2015","unstructured":"Zhang, J.B., Li, T.R., Pan, Y., Luo, C., Teng, F.: Parallel and incremental algorithm for knowledge update based on rough sets in cloud platform. J. Softw. 26(5), 1064\u20131078 (2015). (in Chinese)","journal-title":"J. Softw."},{"issue":"2","key":"2_CR11","doi-asserted-by":"publisher","first-page":"326","DOI":"10.1109\/TKDE.2014.2330821","volume":"27","author":"JB Zhang","year":"2015","unstructured":"Zhang, J.B., Wong, J.S., Pan, Y., Li, T.R.: A parallel matrix-based method for computing approximations in incomplete information systems. IEEE Trans. Knowl. Data Eng. 27(2), 326\u2013339 (2015)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"2_CR12","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0377-2217(00)00167-3","volume":"129","author":"S Greco","year":"2001","unstructured":"Greco, S., Matarazzo, B., Slowinski, R.: Rough set theory for multicriteria decision analysis. Eur. J. Oper. Res. 129, 1\u201347 (2001)","journal-title":"Eur. J. Oper. Res."},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Li, S.Y., Li, T.R., Zhang, Z.X., Chen, H.M., Zhang, J.B.: Parallel computing of approximations in dominance-based rough sets approach. Knowledge-Based Systems (in Press, 2015)","DOI":"10.1016\/j.knosys.2015.05.003"},{"key":"2_CR14","unstructured":"Zhang, J.: Research on efficient feature selection and learning algorithms for big data. Ph.D. dissertation, Southwest Jiaotong University (2015)"},{"key":"2_CR15","doi-asserted-by":"crossref","unstructured":"Zhang, J.B., Li, T.R., Pan, Y.: PLAR: Parallel large-scale attribute reduction on cloud systems. In: Proceedings of PDCAT 2013, pp. 184\u2013191 (2013)","DOI":"10.1109\/PDCAT.2013.36"},{"key":"2_CR16","doi-asserted-by":"crossref","unstructured":"Raghavan, V., Hafez, A.: Dynamic data mining. In: Proceedings of the IEA of AI & ES, pp. 220\u2013229 (2000)","DOI":"10.1007\/3-540-45049-1_27"},{"issue":"2","key":"2_CR17","doi-asserted-by":"publisher","first-page":"245","DOI":"10.3233\/FI-2009-129","volume":"94","author":"D Liu","year":"2009","unstructured":"Liu, D., Li, T.R., Ruan, D.: An incremental approach for inducing knowledge from dynamic information systems. Fundamenta Informaticae 94(2), 245\u2013260 (2009)","journal-title":"Fundamenta Informaticae"},{"issue":"2","key":"2_CR18","doi-asserted-by":"publisher","first-page":"325","DOI":"10.1007\/s10898-010-9607-8","volume":"51","author":"D Liu","year":"2011","unstructured":"Liu, D., Li, T.R., Ruan, D., Zhang, J.B.: Incremental learning optimization on knowledge discovery in dynamic business intelligent systems. J. Glob. Optim. 51(2), 325\u2013344 (2011)","journal-title":"J. Glob. Optim."},{"issue":"1","key":"2_CR19","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/0022-0000(93)90048-2","volume":"46","author":"W Ziarko","year":"1993","unstructured":"Ziarko, W.: Variable precision rough set model. J. Comput. Syst. Sci. 46(1), 39\u201359 (1993)","journal-title":"J. Comput. Syst. Sci."},{"issue":"2","key":"2_CR20","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1109\/TKDE.2011.220","volume":"25","author":"HM Chen","year":"2013","unstructured":"Chen, H.M., Li, T.R., Ruan, D., Lin, J.H., Hu, C.X.: A rough-set based incremental approach for updating approximations under dynamic maintenance environments. IEEE Trans. Knowl. Data Eng. 25(2), 274\u2013284 (2013)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"2_CR21","doi-asserted-by":"publisher","first-page":"729","DOI":"10.1002\/int.21599","volume":"28","author":"SY Li","year":"2013","unstructured":"Li, S.Y., Li, T.R., Liu, D.: Dynamic maintenance of approximations in dominance-based rough set approach under the variation of the object set. Int. J. Intel. Syst. 28, 729\u2013751 (2013)","journal-title":"Int. J. Intel. Syst."},{"key":"2_CR22","doi-asserted-by":"publisher","first-page":"218","DOI":"10.1016\/j.knosys.2013.06.013","volume":"50","author":"C Luo","year":"2013","unstructured":"Luo, C., Li, T.R., Chen, H.M., Liu, D.: Incremental approaches for updating approximations in set-valued ordered information systems. Knowl.-Based Syst. 50, 218\u2013233 (2013)","journal-title":"Knowl.-Based Syst."},{"key":"2_CR23","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1002\/int.21523","volume":"27","author":"JB Zhang","year":"2012","unstructured":"Zhang, J.B., Li, T.R., Ruan, D., Liu, D.: Neighborhood rough sets for dynamic data mining. Int. J. Intel. Syst. 27, 317\u2013342 (2012)","journal-title":"Int. J. Intel. Syst."},{"issue":"3","key":"2_CR24","doi-asserted-by":"publisher","first-page":"401","DOI":"10.3233\/FI-2014-1051","volume":"132","author":"AP Zeng","year":"2014","unstructured":"Zeng, A.P., Li, T.R., Zhang, J.B., Chen, H.M.: Incremental maintenance of rough fuzzy set approximations under the variation of object set. Fundamenta Informaticae 132(3), 401\u2013422 (2014)","journal-title":"Fundamenta Informaticae"},{"key":"2_CR25","doi-asserted-by":"publisher","first-page":"138","DOI":"10.1016\/j.knosys.2015.03.016","volume":"83","author":"SY Li","year":"2015","unstructured":"Li, S.Y., Li, T.R., Hu, J.: Update of approximations in composite information systems. Knowl.-Based Syst. 83, 138\u2013148 (2015)","journal-title":"Knowl.-Based Syst."},{"issue":"1\u20134","key":"2_CR26","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1016\/S0020-0255(97)10047-0","volume":"107","author":"C Chan","year":"1998","unstructured":"Chan, C.: A rough set approach to attribute generalization in data mining. Inf. Sci. 107(1\u20134), 169\u2013176 (1998)","journal-title":"Inf. Sci."},{"issue":"5","key":"2_CR27","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1016\/j.knosys.2007.01.002","volume":"20","author":"TR Li","year":"2007","unstructured":"Li, T.R., Ruan, D., Geert, W.: A rough sets based characteristic relation approach for dynamic attribute generalization in data mining. Knowl.-Based Syst. 20(5), 485\u2013494 (2007)","journal-title":"Knowl.-Based Syst."},{"key":"2_CR28","doi-asserted-by":"publisher","first-page":"620","DOI":"10.1016\/j.ijar.2012.01.001","volume":"53","author":"JB Zhang","year":"2012","unstructured":"Zhang, J.B., Li, T.R., Ruan, D.: Rough sets based matrix approaches with dynamic attribute variation in set-valued information systems. Int. J. Approx. Reasoning 53, 620\u2013635 (2012)","journal-title":"Int. J. Approx. Reasoning"},{"key":"2_CR29","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/j.knosys.2012.11.002","volume":"40","author":"SY Li","year":"2013","unstructured":"Li, S.Y., Li, T.R., Liu, D.: Incremental updating approximations in dominance-based roughsets approach under the variation of the attirbute set. Knowl.-Based Syst. 40, 17\u201326 (2013)","journal-title":"Knowl.-Based Syst."},{"key":"2_CR30","doi-asserted-by":"publisher","first-page":"210","DOI":"10.1016\/j.ins.2013.09.035","volume":"257","author":"C Luo","year":"2014","unstructured":"Luo, C., Li, T.R., Chen, H.M.: Dynamic maintenance of approximations in set-valued ordered decision systems under the attribute generalization. Inf. Sci. 257, 210\u2013228 (2014)","journal-title":"Inf. Sci."},{"key":"2_CR31","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.fss.2014.08.014","volume":"258","author":"AP Zeng","year":"2015","unstructured":"Zeng, A.P., Li, T.R., Liu, D., Zhang, J.B., Chen, H.M.: A fuzzy rough set approach for incremental feature selection on hybrid information systems. Fuzzy Sets Syst. 258, 39\u201360 (2015)","journal-title":"Fuzzy Sets Syst."},{"issue":"10","key":"2_CR32","doi-asserted-by":"publisher","first-page":"1005","DOI":"10.1002\/int.20436","volume":"25","author":"HM Chen","year":"2010","unstructured":"Chen, H.M., Li, T.R., Qiao, S.J., Ruan, D.: A rough set based dynamic maintenance approach for approximations in coarsening and refining attribute values. Int. J. Intel. Syst. 25(10), 1005\u20131026 (2010)","journal-title":"Int. J. Intel. Syst."},{"key":"2_CR33","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1016\/j.knosys.2012.03.001","volume":"31","author":"HM Chen","year":"2012","unstructured":"Chen, H.M., Li, T.R., Ruan, D.: Maintenance of approximations in incomplete ordered decision systems while attribute values coarsening or refining. Knowl.-Based Syst. 31, 140\u2013161 (2012)","journal-title":"Knowl.-Based Syst."},{"key":"2_CR34","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1016\/j.ins.2014.12.029","volume":"299","author":"C Luo","year":"2015","unstructured":"Luo, C., Li, T.R., Chen, H.M., Lu, L.X.: Fast algorithms for computing rough approximations in set-valued decision systems while updating criteria values. Inf. Sci. 299, 221\u2013242 (2015)","journal-title":"Inf. Sci."},{"issue":"12","key":"2_CR35","doi-asserted-by":"publisher","first-page":"2886","DOI":"10.1109\/TKDE.2014.2320740","volume":"26","author":"HM Chen","year":"2014","unstructured":"Chen, H.M., Li, T.R., Luo, C., Horng, S.J., Wang, G.Y.: A rough set-based method for updating decision rules on attribute values\u2019 coarsening and refining. IEEE Trans. Knowl. Data Eng. 26(12), 2886\u20132899 (2014)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"2_CR36","unstructured":"http:\/\/sist.swjtu.edu.cn:8080\/ccit\/project\/iroughset.html"},{"key":"2_CR37","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/j.ins.2013.08.016","volume":"257","author":"JB Zhang","year":"2014","unstructured":"Zhang, J.B., Li, T.R., Chen, H.M.: Composite rough sets for dynamic data mining. Inf. Sci. 257, 81\u2013100 (2014)","journal-title":"Inf. Sci."},{"key":"2_CR38","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"240","DOI":"10.1007\/978-3-642-41299-8_23","volume-title":"Rough Sets and Knowledge Technology","author":"J Zhang","year":"2013","unstructured":"Zhang, J., Zhu, Y., Pan, Y., Li, T.: A parallel implementation of computing composite rough set approximations on GPUs. In: Lingras, P., Wolski, M., Cornelis, C., Mitra, S., Wasilewski, P. (eds.) RSKT 2013. LNCS, vol. 8171, pp. 240\u2013250. Springer, Heidelberg (2013)"},{"issue":"11","key":"2_CR39","first-page":"2523","volume":"35","author":"C Luo","year":"2014","unstructured":"Luo, C., Li, T.R., Chen, H.M., Zhang, J.B.: Composite ordered information systems. J. Chin. Comput. Syst. 35(11), 2523\u20132527 (2014). (In Chinese)","journal-title":"J. Chin. Comput. Syst."},{"issue":"11","key":"2_CR40","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1145\/240455.240464","volume":"39","author":"UM Fayyad","year":"1996","unstructured":"Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P.: The KDD process for extracting useful knowledge from volumes of data. Commun. ACM 39(11), 27\u201334 (1996)","journal-title":"Commun. ACM"},{"issue":"2","key":"2_CR41","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1108\/17410390710725751","volume":"20","author":"TR Li","year":"2007","unstructured":"Li, T.R., Ruan, D.: An extended process model of knowledge discovery in database. J. Enterp. Inf. Manage. 20(2), 169\u2013177 (2007)","journal-title":"J. Enterp. Inf. Manage."},{"key":"2_CR42","unstructured":"http:\/\/sist.swjtu.edu.cn:8080\/ccit\/project\/rshadoop.html"},{"key":"2_CR43","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-642-32115-3_1","volume-title":"Rough Sets and Current Trends in Computing","author":"Y Yao","year":"2012","unstructured":"Yao, Y.: An outline of a theory of three-way decisions. In: Yao, J.T., Yang, Y., S\u0142owi\u0144ski, R., Greco, S., Li, H., Mitra, S., Polkowski, L. (eds.) RSCTC 2012. LNCS, vol. 7413, pp. 1\u201317. Springer, Heidelberg (2012)"},{"key":"2_CR44","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1016\/j.ins.2009.09.021","volume":"180","author":"YY Yao","year":"2010","unstructured":"Yao, Y.Y.: Three-way decisions with probabilistic rough sets. Inf. Sci. 180, 341\u2013353 (2010)","journal-title":"Inf. Sci."},{"key":"2_CR45","volume-title":"Three-Way Decisions: Methods and Practices for Complex Problem Solving","author":"C Luo","year":"2015","unstructured":"Luo, C., Li, T.R., Chen, H.M.: Dynamic three-way decisions method based on probabilistic rough sets. In: Yu, H., Wang, G.Y., Li, T.R., Liang, J.Y., Miao, D.Q., Yao, Y.Y. (eds.) Three-Way Decisions: Methods and Practices for Complex Problem Solving. Science Press, Beijing (2015). (in Chinese)"},{"key":"2_CR46","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"801","DOI":"10.1007\/978-3-319-11740-9_73","volume-title":"Rough Sets and Knowledge Technology","author":"C Luo","year":"2014","unstructured":"Luo, C., Li, T., Chen, H.: Dynamic maintenance of three-way decision rules. In: Miao, D., Pedrycz, W., Slezak, D., Peters, G., Hu, Q., Wang, R. (eds.) RSKT 2014. LNCS, vol. 8818, pp. 801\u2013811. Springer, Heidelberg (2014)"},{"key":"2_CR47","unstructured":"Luo C.: Research on approaches for dynamic knowledge acquisition from incomplete data. PhD dissertation, Southwest Jiaotong University (2015) (In Chinese)"},{"key":"2_CR48","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1007\/978-3-319-08644-6_13","volume-title":"Rough Sets and Current Trends in Computing","author":"C Luo","year":"2014","unstructured":"Luo, C., Li, T.: Incremental three-way decisions with incomplete information. In: Cornelis, C., Kryszkiewicz, M., \u015al\u0229zak, D., Ruiz, E.M., Bello, R., Shang, L. (eds.) RSCTC 2014. LNCS, vol. 8536, pp. 128\u2013135. Springer, Heidelberg (2014)"},{"key":"2_CR49","doi-asserted-by":"publisher","unstructured":"Chen, H.M., Li, T.R., Luo, C., Horng, S.J.: Wang G.Y: A decision-theoretic rough setapproach for dynamic data mining. IEEE Trans. Fuzzy Syst. (2015). doi:10.1109\/TFUZZ.2014.2387877","DOI":"10.1109\/TFUZZ.2014.2387877"}],"container-title":["Lecture Notes in Computer Science","Rough Sets and Knowledge Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-25754-9_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,16]],"date-time":"2024-10-16T16:04:04Z","timestamp":1729094644000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-25754-9_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319257532","9783319257549"],"references-count":49,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-25754-9_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]}}}