第1期 刘盾，等：三支决策的时空性 ·149· sensitive attribute reduction[J].Information sciences, frontiers of computer science and technology,2017, 2011,181(22):4928-4942 11(3):502-510, [33]JU Hengrong,DOU Huili,QI Yong,et al.-cut decision- [44]贾修一，商琳周献中，等.三支决策理论与应用M.南 theoretic rough set approach:model and attribute reduc- 京：南京大学出版社，2012 tions[J].The scientific world journal,2014,2014:382439. [45]刘盾，李天瑞，苗夺谦，等.三支决策与粒计算M.北京： [34]MA Xi'ao,WANG Guoyin,YU Hong,et al.Decision re- 科学出版社.2013. gion distribution preservation reduction in decision-theor- [46]于洪，王国胤，李天瑞，等.三支决策：复杂问题求解方 etic rough set model[J].Information sciences,2014,278: 法与实践M.北京：科学出版社，2015. 614-640. YU Hong,WANG Guoyin,LI Tianrui,et al.Three-way [35]REN Ruisi,WEI Ling.The attribute reductions of three- decisions:methods and practices for complex problem way concept lattices[J].Knowledge-based systems,2016, solving[M].Beijing:Science Press,2015. 99:92-102 [47刀张燕平，姚一豫，苗夺谦，等.粒计算、商空间及三支决 [36]ZHANG Xianyong,MIAO Duoqian.Three-layer granu- 策的回顾与发展M.北京：科学出版社，2017 lar structures and three-way informational measures of a [48]YAO Yiyu.A triarchic theory of granular computing[J]. decision table[J].Information sciences,2017,412/413: Granular computing.2016,1(2):145-157. 67-86. [49]QIAN Yuhua,LIANG Jiye,YAO Yiyu,et al.MGRS:a [37]HUANG Jiajin,WANG Jian,YAO Yiyu,et al.Cost-sens- multi-granulation rough set[J].Information sciences, itive three-way recommendations by learning pair-wise 2010.180(6):949-970. preferences[J].International journal of approximate reas- [50]WU Weizhi,LEUNG Y.Optimal scale selection for oning,2017,86:28-40. [38]ZHANG Hengru,MIN Fan,SHI Bing.Regression-based multi-scale decision tables[J].International journal of ap- three-way recommendation[J].Information sciences, proximate reasoning,2013,54(8):1107-1129. 2017,378:444-461 作者简介： [39]WANG Min,MIN Fan,ZHANG Zhiheng,et al.Active 刘盾，男，1983年生，教授，美国 learning through density clustering[J].Expert systems 卡内基梅隆大学访问学者，CCF和 with applications,2017,85:305-317. IRSS高级会员，IEEE、ACM [40]YU Hong,LIU Zhanguo,WANG Guoyin.An automatic CAAI和ORS会员，主要研究方向为 method to determine the number of clusters using de- 数据挖掘与知识发现、粗糙集理论与 粒计算、决策支持系统、管理信息系 cision-theoretic rough set[J].International journal of ap- 统。发表学术论文100余篇。 proximate reasoning,2014,55(1):101-115 [41]LIU Dun.LI Tianrui,LIANG Decui.Incorporating logist- 李天瑞，男，1969年生，教授，国 ic regression to decision-theoretic rough sets for classific- 际粗糙集学会IRSS会士、CCF杰出 会员、IEEE和ACM高级会员，主要研 ations[J].International journal of approximate reasoning, 究方向为数据挖掘与知识发现、粒计 2014,55(1197-210. 算与粗糙集、云计算与大数据。发表 [42]刘盾，李天瑞，李华雄.粗糙集理论：基于三支决策视角 学术论文240余篇。 [).南京大学学报（自然科学），2013,495：574-581. LIU Dun,LI Tianrui,LI Huaxiong.Rough set theory:a three-way decisions perspective[J].Journal of Nanjing 梁德翠，男，1986年生，教授，加 拿大卡阿尔伯塔大学访问学者， university (natural sciences),2013,49(5):574-581. CAAI和IRSS会员，主要研究方向为 [43]刘盾，梁德翠.广义三支决策与狭义三支决策).计算 三支决策、粗糙集理论与粒计算、不 机科学与探索，2017,11(3)：502-510. 确定多属性决策。发表学术论文 LIU Dun,LIANG Decui.Generalized three-way de- 60余篇。 cisions and special three-way decisions[J].Journal ofsensitive attribute reduction[J]. Information sciences, 2011, 181(22): 4928–4942. JU Hengrong, DOU Huili, QI Yong, et al. δ-cut decision￾theoretic rough set approach: model and attribute reduc￾tions[J]. The scientific world journal, 2014, 2014: 382439. [33] MA Xi’ao, WANG Guoyin, YU Hong, et al. Decision re￾gion distribution preservation reduction in decision-theor￾etic rough set model[J]. Information sciences, 2014, 278: 614–640. [34] REN Ruisi, WEI Ling. The attribute reductions of three￾way concept lattices[J]. Knowledge-based systems, 2016, 99: 92–102. [35] ZHANG Xianyong, MIAO Duoqian. Three-layer granu￾lar structures and three-way informational measures of a decision table[J]. Information sciences, 2017, 412/413: 67–86. [36] HUANG Jiajin, WANG Jian, YAO Yiyu, et al. Cost-sens￾itive three-way recommendations by learning pair-wise preferences[J]. International journal of approximate reas￾oning, 2017, 86: 28–40. [37] ZHANG Hengru, MIN Fan, SHI Bing. Regression-based three-way recommendation[J]. Information sciences, 2017, 378: 444–461. [38] WANG Min, MIN Fan, ZHANG Zhiheng, et al. Active learning through density clustering[J]. Expert systems with applications, 2017, 85: 305–317. [39] YU Hong, LIU Zhanguo, WANG Guoyin. An automatic method to determine the number of clusters using de￾cision-theoretic rough set[J]. International journal of ap￾proximate reasoning, 2014, 55(1): 101–115. [40] LIU Dun, LI Tianrui, LIANG Decui. Incorporating logist￾ic regression to decision-theoretic rough sets for classific￾ations[J]. International journal of approximate reasoning, 2014, 55(1): 197–210. [41] 刘盾, 李天瑞, 李华雄. 粗糙集理论: 基于三支决策视角 [J]. 南京大学学报 （自然科学）, 2013, 49(5): 574–581. LIU Dun, LI Tianrui, LI Huaxiong. Rough set theory: a three-way decisions perspective[J]. Journal of Nanjing university (natural sciences), 2013, 49(5): 574–581. [42] 刘盾, 梁德翠. 广义三支决策与狭义三支决策[J]. 计算 机科学与探索, 2017, 11(3): 502–510. LIU Dun, LIANG Decui. Generalized three-way de￾cisions and special three-way decisions[J]. Journal of [43] frontiers of computer science and technology, 2017, 11(3): 502–510. 贾修一, 商琳, 周献中, 等. 三支决策理论与应用[M]. 南 京: 南京大学出版社, 2012. [44] 刘盾, 李天瑞, 苗夺谦, 等. 三支决策与粒计算[M]. 北京: 科学出版社, 2013. [45] 于洪, 王国胤, 李天瑞, 等. 三支决策: 复杂问题求解方 法与实践[M]. 北京: 科学出版社, 2015. YU Hong, WANG Guoyin, LI Tianrui, et al. Three-way decisions: methods and practices for complex problem solving[M]. Beijing: Science Press, 2015. [46] 张燕平, 姚一豫, 苗夺谦, 等. 粒计算、商空间及三支决 策的回顾与发展[M]. 北京: 科学出版社, 2017. [47] YAO Yiyu. A triarchic theory of granular computing[J]. Granular computing, 2016, 1(2): 145–157. [48] QIAN Yuhua, LIANG Jiye, YAO Yiyu, et al. MGRS: a multi-granulation rough set[J]. Information sciences, 2010, 180(6): 949–970. [49] WU Weizhi, LEUNG Y. Optimal scale selection for multi-scale decision tables[J]. International journal of ap￾proximate reasoning, 2013, 54(8): 1107–1129. [50] 作者简介： 刘盾，男，1983 年生，教授，美国 卡内基梅隆大学访问学者，CCF 和 IRS S 高级会员， IEEE 、 ACM 、 CAAI 和 ORS 会员，主要研究方向为 数据挖掘与知识发现、粗糙集理论与 粒计算、决策支持系统、管理信息系 统。发表学术论文 100 余篇。 李天瑞，男，1969 年生，教授，国 际粗糙集学会 IRSS 会士、CCF 杰出 会员、IEEE 和 ACM 高级会员，主要研 究方向为数据挖掘与知识发现、粒计 算与粗糙集、云计算与大数据。发表 学术论文 240 余篇。 梁德翠，男，1986 年生，教授，加 拿大卡阿尔伯塔大学访问学者， CAAI 和 IRSS 会员，主要研究方向为 三支决策、 粗糙集理论与粒计算、不 确定多属性决策。发表学术论文 60 余篇。 第 1 期 刘盾，等：三支决策的时空性 ·149·