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On Multi-Granulation Rough Sets with Its Applications
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作者 Radwan Abu-Gdairi R.Mareay M.Badr 《Computers, Materials & Continua》 SCIE EI 2024年第4期1025-1038,共14页
Recently,much interest has been given tomulti-granulation rough sets (MGRS), and various types ofMGRSmodelshave been developed from different viewpoints. In this paper, we introduce two techniques for the classificati... Recently,much interest has been given tomulti-granulation rough sets (MGRS), and various types ofMGRSmodelshave been developed from different viewpoints. In this paper, we introduce two techniques for the classificationof MGRS. Firstly, we generate multi-topologies from multi-relations defined in the universe. Hence, a novelapproximation space is established by leveraging the underlying topological structure. The characteristics of thenewly proposed approximation space are discussed.We introduce an algorithmfor the reduction ofmulti-relations.Secondly, a new approach for the classification ofMGRS based on neighborhood concepts is introduced. Finally, areal-life application from medical records is introduced via our approach to the classification of MGRS. 展开更多
关键词 Multi-granulation rough sets data classifications information systems interior operators closure operators approximation structures
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Multi-Granularity Neighborhood Fuzzy Rough Set Model on Two Universes
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作者 Ju Wang Xinghu Ai Li Fu 《Journal of Intelligent Learning Systems and Applications》 2024年第2期91-106,共16页
The two universes multi-granularity fuzzy rough set model is an effective tool for handling uncertainty problems between two domains with the help of binary fuzzy relations. This article applies the idea of neighborho... The two universes multi-granularity fuzzy rough set model is an effective tool for handling uncertainty problems between two domains with the help of binary fuzzy relations. This article applies the idea of neighborhood rough sets to two universes multi-granularity fuzzy rough sets, and discusses the two-universes multi-granularity neighborhood fuzzy rough set model. Firstly, the upper and lower approximation operators are defined in the two universes multi-granularity neighborhood fuzzy rough set model. Secondly, the properties of the upper and lower approximation operators are discussed. Finally, the properties of the two universes multi-granularity neighborhood fuzzy rough set model are verified through case studies. 展开更多
关键词 Fuzzy set Two Universes Multi-Granularity rough set Multi-Granularity Neighborhood Fuzzy rough set
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Pseudo-Semi-Overlap Functions-Based Fuzzy Rough Sets Applied to Image Edge Extraction
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作者 Ran Yin Minge Chen +2 位作者 Yu Liu Yafei Zhao Jianwei Li 《Journal of Applied Mathematics and Physics》 2024年第7期2347-2366,共20页
As an extension of overlap functions, pseudo-semi-overlap functions are a crucial class of aggregation functions. Therefore, (I, PSO)-fuzzy rough sets are introduced, utilizing pseudo-semi-overlap functions, and furth... As an extension of overlap functions, pseudo-semi-overlap functions are a crucial class of aggregation functions. Therefore, (I, PSO)-fuzzy rough sets are introduced, utilizing pseudo-semi-overlap functions, and further extended for applications in image edge extraction. Firstly, a new clustering function, the pseudo-semi-overlap function, is introduced by eliminating the symmetry and right continuity present in the overlap function. The relaxed nature of this function enhances its applicability in image edge extraction. Secondly, the definitions of (I, PSO)-fuzzy rough sets are provided, using (I, PSO)-fuzzy rough sets, a pair of new fuzzy mathematical morphological operators (IPSOFMM operators) is proposed. Finally, by combining the fuzzy C-means algorithm and IPSOFMM operators, a novel image edge extraction algorithm (FCM-IPSO algorithm) is proposed and implemented. Compared to existing algorithms, the FCM-IPSO algorithm exhibits more image edges and a 73.81% decrease in the noise introduction rate. The outstanding performance of (I, PSO)-fuzzy rough sets in image edge extraction demonstrates their practical application value. 展开更多
关键词 Pseudo-Semi-Overlap Functions Fuzzy rough set Fuzzy Mathematical Morphology Image Edge Extraction
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Intuitionistic Fuzzy Rough Sets Based on Two Intuitionistic Fuzzy Implicators 被引量:2
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作者 WU Wei-Zhi 《浙江海洋学院学报(自然科学版)》 CAS 2010年第5期515-525,共11页
This paper presents a general framework for the study of relation-based intuitionistic fuzzy rough sets determined by two intuitionistic fuzzy implicators.By employing two intuitionistic fuzzy implicators I and J,I -l... This paper presents a general framework for the study of relation-based intuitionistic fuzzy rough sets determined by two intuitionistic fuzzy implicators.By employing two intuitionistic fuzzy implicators I and J,I -lower and J-upper approximations of intuitionistic fuzzy sets with respect to an intuitionistic fuzzy approximation space are first defined.Properties of(I,J) -intuitionistic fuzzy rough approximation operators are then examined.The connections between special types of intuitionistic fuzzy relations and properties of (I,J)-intuitionistic fuzzy approximation operators are also established. 展开更多
关键词 Approximation operators Intuitionistic fuzzy logical connectives Intuitionistic fuzzy rough sets Intuitionistic fuzzy sets rough sets
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Properties and Relations of Several Operators Based on Covering Rough Sets
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作者 夏秀云 田浩 秦克云 《Journal of Southwest Jiaotong University(English Edition)》 2010年第2期182-187,共6页
The coveting rough sets theory is a generalization of traditional rough set theory, and can also describe information with incompleteness and fuzziness in information systems. In this paper, we first provide the defin... The coveting rough sets theory is a generalization of traditional rough set theory, and can also describe information with incompleteness and fuzziness in information systems. In this paper, we first provide the definitions of several upper and lower covering approximation operators on the covering approximation space. Then, we study the properties of these operators. Finally, we propose the mutual relations between approximation operators and similar relations of the operator ( I ) based on the covering rough sets. 展开更多
关键词 rough sets Covering rough sets Covering approximation operators
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Evaluation of Parameters Importance in Cloud Service Selection Using Rough Sets
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作者 Yongwen Liu Moez Esseghir Leila Merghem Boulahia 《Applied Mathematics》 2016年第6期527-541,共15页
With the rapid development of the cloud computing technology, it has matured enough for a lot of individuals and organizations to move their work into the cloud. Correspondingly, a variety of cloud services are emergi... With the rapid development of the cloud computing technology, it has matured enough for a lot of individuals and organizations to move their work into the cloud. Correspondingly, a variety of cloud services are emerging. It is a key issue to assess the cloud services in order to help the cloud users select the most suitable cloud service and the cloud providers offer this service with the highest quality. The criteria parameters defining the cloud services are complex which lead to cloud service deviation. In this paper, we propose an assessment method of parameters importance in cloud services using rough set theory. The method can effectively compute the importance of cloud services parameters and sort them. On the one hand, the calculation can be used as the credible reference when users choose their appropriate cloud services. On the other hand, it can help cloud service providers to meet user requirements and enhance the user experience. The simulation results show the effectiveness of the method and its relevance in the cloud context. 展开更多
关键词 Cloud Computing Cloud Service Selection rough set Theory
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Call for Papers The Third International Conference on Rough Sets and Knowledge Technology (RSKT2008)
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《计算机研究与发展》 EI CSCD 北大核心 2007年第11期1872-1872,共1页
Since the introduction of rough sets in 1982 by Professor Zdzisaw Pawlak, we have witnessed great advances in both theory and applications. Rough set theory is closely related to knowledge technology in a variety of... Since the introduction of rough sets in 1982 by Professor Zdzisaw Pawlak, we have witnessed great advances in both theory and applications. Rough set theory is closely related to knowledge technology in a variety of forms such as knowledge discovery, approximate reasoning, intelligent and multiagent system design, knowledge intensive computations. The cutting-edge knowledge technologies have great impact on learning, pattern recognition, machine intelligence and automation of acquisition, transformation, communication, exploration and exploitation of knowledge. A principal thrust of such technologies is the utilization of methodologies that facilitate knowledge processing. To present the state-of-the-art scientific results, encourage academic and industrial interaction, and promote collaborative research in rough sets and knowledge technology worldwide, the 3rd International Conference on Rough Sets and Knowledge Technology will be held in Chengdu, China, May 17~19, 2008. It will provide a forum for researchers to discuss new results and exchange ideas, following the successful RSKT'06 (Chongqing, China) and JRS'07 (RSKT'07 together with RSFDGrC'07) (Toronto, Canada). 展开更多
关键词 Call for Papers The Third International Conference on rough sets and Knowledge Technology rsKT2008
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Call for Papers Journal of Electronic Science and Technology Announcing a Special Issue on Artificial Intelligence with Rough Sets
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《Journal of Electronic Science and Technology》 CAS 2010年第2期189-189,共1页
Submission Deadline: 10 December 2010Since the introduction of rough sets in 1982 by Professor Zdzislaw Pawlak, we have witnessed great advances in both theory and applications. In order to promote development of rou... Submission Deadline: 10 December 2010Since the introduction of rough sets in 1982 by Professor Zdzislaw Pawlak, we have witnessed great advances in both theory and applications. In order to promote development of rough sets, we are preparing a special issue on "Artificial Intelligence with Rough Sets" published by JEST (International), Journal of Electronic Science and Technology, which is a refereed international journal focusing on IT area. The aim of this special issue is to present the current state of the research in this area, oriented towards both theoretical and applications aspects of rough sets. 展开更多
关键词 EMAIL Call for Papers Journal of Electronic Science and Technology Announcing a Special Issue on Artificial Intelligence with rough sets
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基于Rough Sets的中医指症挖掘研究与应用 被引量:2
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作者 丁卫平 管致锦 顾春华 《计算机工程与应用》 CSCD 北大核心 2008年第7期234-237,共4页
针对中医病历数据库中指症样本维数较大、数据特征和属性冗余量较多等特征,在对Rough Sets基本理论和属性约简算法研究的基础上,提出了将属性频度和属性重要性相结合的GENRED_GROWTH中医指症挖掘算法,并进行了基于GENRED_GROWTH的中医... 针对中医病历数据库中指症样本维数较大、数据特征和属性冗余量较多等特征,在对Rough Sets基本理论和属性约简算法研究的基础上,提出了将属性频度和属性重要性相结合的GENRED_GROWTH中医指症挖掘算法,并进行了基于GENRED_GROWTH的中医指症挖掘原型系统设计与实现。通过分析和实验结果表明:该算法能较好地进行中医指症属性约简,分类精度较高,并且能抽取中医指症相关诊断规则以辅助医生的诊断和治疗。 展开更多
关键词 rough sets 属性约简 中医指症 数据挖掘
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NEW METHOD FOR MEASURING FUZZINESS IN ROUGH SETS 被引量:4
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作者 何亚群 胡寿松 魏崇辉 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2004年第1期31-35,共5页
A method with the fuzzy entropy for measuring fuzziness to fuzzy problem in rough sets is proposed. A new sort of the fuzzy entropy is given. The calculating formula and the equivalent expression method with the fuzzy... A method with the fuzzy entropy for measuring fuzziness to fuzzy problem in rough sets is proposed. A new sort of the fuzzy entropy is given. The calculating formula and the equivalent expression method with the fuzzy entropy in rough sets based on equivalence relation are provided, and the properties of the fuzzy entropy are proved. The fuzzy entropy based on equivalent relation is extended to generalize the fuzzy entropy based on general binary relation, and the calculating formula and the equivalent expression of the generalized fuzzy entropy are also given. Finally, an example illustrates the way for getting the fuzzy entropy. Results show that the fuzzy entropy can conveniently measure the fuzziness in rough sets. 展开更多
关键词 rough sets FUZZINESS fuzzy entropy generalized fuzzy entropy
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基于Rough Sets理论的证据获取与合成方法 被引量:12
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作者 杨善林 刘业政 李亚飞 《管理科学学报》 CSSCI 北大核心 2005年第5期69-75,共7页
证据理论是处理不确定性问题的有力工具,它处理的证据来源于专家.专家的知识经验是有限的,获取较困难,且可能存在一定的主观性.针对上述问题,提出了一种基于粗糙集理论的证据获取的新方法,并对证据合成和应用进行了研究.首先研究了大型... 证据理论是处理不确定性问题的有力工具,它处理的证据来源于专家.专家的知识经验是有限的,获取较困难,且可能存在一定的主观性.针对上述问题,提出了一种基于粗糙集理论的证据获取的新方法,并对证据合成和应用进行了研究.首先研究了大型决策表分解问题.利用粗糙集理论分析条件属性间的依赖关系,对条件属性集进行聚类,形成多个条件属性集相对独立的子决策表;其次对各子决策表进行分析,利用粗糙集的分类思想和隶属度概念,计算证据的基本可信度分配;最后文章对证据的合成及其在决策分析中的应用进行了研究,提出了相应的解决方法. 展开更多
关键词 证据理论 粗糙集 依赖度 基本可信度分配 信度函数
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一种基于Rough Sets和模糊神经网络的规则获取的方法 被引量:6
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作者 武妍 施鸿宝 《计算机工程与应用》 CSCD 北大核心 1999年第7期7-9,23,共4页
该文提出了一种基于RoughSets思想获取初始规则,并通过模糊神经网络优化,最后再进行简化获取模糊规则,及模糊系统参数学习的方法。并通过实例进行了自动列车运行系统仿真。文中还基于上述实例,将这种基于模糊神经网络的学习与控制... 该文提出了一种基于RoughSets思想获取初始规则,并通过模糊神经网络优化,最后再进行简化获取模糊规则,及模糊系统参数学习的方法。并通过实例进行了自动列车运行系统仿真。文中还基于上述实例,将这种基于模糊神经网络的学习与控制方法与标准的BP网络和基本的模糊系统方法进行了比较,并总结了这种方法的特点。结论表明,该文所提出的模糊规则生成和模糊系统学习方法是行之有效的。 展开更多
关键词 模糊神经网络 模糊规则 规则获取 自动列车
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基于Rough Sets的传感器异常数据处理 被引量:3
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作者 雷霖 陈锋 +1 位作者 代传龙 王厚军 《电子科技大学学报》 EI CAS CSCD 北大核心 2006年第S1期678-681,共4页
在各种传感器的应用中,经常要对传感器的测量数据进行处理,以保证测量结果的可靠性.为了利用粗糙集理论处理不确定数据的优点,根据粗糙集理论的思想,先由已知测量数据提取出决策表,再进行补全、离散化等预处理,最后进行属性约简并提取... 在各种传感器的应用中,经常要对传感器的测量数据进行处理,以保证测量结果的可靠性.为了利用粗糙集理论处理不确定数据的优点,根据粗糙集理论的思想,先由已知测量数据提取出决策表,再进行补全、离散化等预处理,最后进行属性约简并提取出分类规则,对测量数据进行分类,剔除测量数据中的异常数据.实验结果显示该异常数据发现方法比常用的异常数据处理方法更为客观、精确和可靠. 展开更多
关键词 粗糙集 数据处理 分类规则 决策表 异常数据 传感器
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Strong Uniqueness of Best Approximations from RS-sets in Banach Spaces 被引量:1
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作者 何金苏 李冲 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期70-72,共3页
The problem of strong uniqueness of best approximation from an RS set in a Banach space is considered. For a fixed RS set G and an element x∈X , we proved that the best approximation g * to x from ... The problem of strong uniqueness of best approximation from an RS set in a Banach space is considered. For a fixed RS set G and an element x∈X , we proved that the best approximation g * to x from G is strongly unique. 展开更多
关键词 best approximation rs set strong uniqueness
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基于Rough Sets-C4.5的故障征兆提取与判别 被引量:1
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作者 王庆 巴德纯 孟祥志 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2006年第10期1138-1141,共4页
针对原始信息系统往往存在大量重复样本和冗余属性,从而影响实际故障诊断的精度和速度这一问题,介绍了一种基于粗糙集和决策树C4.5算法相融合的故障诊断模型,用于设备的精确和快速故障诊断.利用粗糙集具有较强的处理不确定和不完备信息... 针对原始信息系统往往存在大量重复样本和冗余属性,从而影响实际故障诊断的精度和速度这一问题,介绍了一种基于粗糙集和决策树C4.5算法相融合的故障诊断模型,用于设备的精确和快速故障诊断.利用粗糙集具有较强的处理不确定和不完备信息的能力,对原始样本集进行离散化及约简处理;同时,利用决策树C4.5算法对约简后的决策表进行快速学习并形成树状故障分类器.以实例介绍了利用该模型进行故障诊断的完整过程. 展开更多
关键词 粗糙集 属性 约简 决策树 故障诊断
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RSL:基于Rough Set的表示语言 被引量:1
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作者 周育健 王珏 《软件学报》 EI CSCD 北大核心 1997年第8期569-576,共8页
本文绘出了一种基于RoughSet理论的表示语言—RSL,该语言包括面向应用与面向研究两部分.应用部分主要服务于对信息表进行分析与处理的用户,研究部分则主要是为研究RoughSet及利用RoughSet理论构造更复杂算法的研究者所设计.鉴于Rough... 本文绘出了一种基于RoughSet理论的表示语言—RSL,该语言包括面向应用与面向研究两部分.应用部分主要服务于对信息表进行分析与处理的用户,研究部分则主要是为研究RoughSet及利用RoughSet理论构造更复杂算法的研究者所设计.鉴于RoughSet理论中求最小约简的过程是NP完全问题,为了使RSL表示语言可以分析与处理规模更大的信息表,本文还为RSL表示语言设计了一个新的对求取最小约简而言的领域独立的近似算法. 展开更多
关键词 决策分析 表示语言 rsL 人工智能
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基于Rough Sets和模糊神经网络的汉语兼类词词性标注规则的获取方法 被引量:1
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作者 支天云 张仰森 《计算机工程与应用》 CSCD 北大核心 2002年第12期89-91,230,共4页
文章提出了基于RoughSets的汉语兼类词初始标注规则的获取方法,并通过模糊神经网络(FNN)进行优化,最后再进行简化获取模糊规则;文章以人工标注过的句子作为训练集和测试集,得出了训练集左3、左4、右3、右4个兼类词标注规则库;对同样的... 文章提出了基于RoughSets的汉语兼类词初始标注规则的获取方法,并通过模糊神经网络(FNN)进行优化,最后再进行简化获取模糊规则;文章以人工标注过的句子作为训练集和测试集,得出了训练集左3、左4、右3、右4个兼类词标注规则库;对同样的训练集和测试集,采用统计二元模型进行标注后,再利用该方法(粗糙模糊神经网络方法,简称RSFNN)进行二次标注,结果表明RSFNN方法优于统计二元模型方法。最后实例说明汉语兼类词词性标注规则的获取方法。 展开更多
关键词 模糊神经网络 词性标注规则 汉语兼类词 粗糙集理论 自然语音处理
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Rough Sets Model Based on Random Fuzzy Sets and Fuzzy Logic Operators
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作者 Jialu Zhang Guojun Wang 《通讯和计算机(中英文版)》 2006年第3期11-18,24,共9页
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基于广义Rough Sets的企业模型知识化研究 被引量:1
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作者 刘明忠 薛恒新 +2 位作者 黄慧君 吴士亮 陈鹏 《中国制造业信息化(学术版)》 2005年第12期9-11,共3页
业务系统能够自适应性演进是提高业务系统实施成功率,扩展业务系统应用范围、延长业务系统寿命周期的重要因素。应用知识管理理论对支持业务系统动态调整的企业模型进行知识化转化,是提高业务系统自适应性的有效途径。分析了知识化模型... 业务系统能够自适应性演进是提高业务系统实施成功率,扩展业务系统应用范围、延长业务系统寿命周期的重要因素。应用知识管理理论对支持业务系统动态调整的企业模型进行知识化转化,是提高业务系统自适应性的有效途径。分析了知识化模型的建立过程,依靠基于限制模糊相似关系的广义粗糙集,给出了企业模型知识化表述方式和模糊匹配算法。 展开更多
关键词 自适应演进 企业模型知识化 广义粗糙集
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商集统计Rough sets及其医学辅助诊断模式
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作者 聂斌 王命延 +2 位作者 邱桃荣 于海雯 方娜 《计算机工程与应用》 CSCD 北大核心 2008年第35期197-199,205,共4页
在医学上没有正确的诊断,就没有正确的治疗。针对收集的确诊病例多,因假阳性或假阴性等造成误诊和漏诊的情况,以及根据诊断匹配时的要求不同,提出一种基于商集统计Roughsets的医学辅助诊断模式。通过对数据测试表明,该模式是可行有效的... 在医学上没有正确的诊断,就没有正确的治疗。针对收集的确诊病例多,因假阳性或假阴性等造成误诊和漏诊的情况,以及根据诊断匹配时的要求不同,提出一种基于商集统计Roughsets的医学辅助诊断模式。通过对数据测试表明,该模式是可行有效的,是一种能根据临床需要进行辅助诊断的方案。 展开更多
关键词 商集统计 粗糙排斥 容假度 诊断模式
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