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Hierarchical Structures on Multigranulation Spaces 被引量:1

Hierarchical Structures on Multigranulation Spaces
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摘要 Though many hierarchical structures have been proposed to analyze the finer or coarser relationships between two granulation spaces, these structures can only be used to compare the single granulation spaces. However, it should be noticed that the concept of multigranulation plays a fundamental role in the development of granular computing. Therefore, the comparison between two multigranulation spaces has become a necessity. To solve such problem, two types of the multigranulation spaces are considered: one is the partition-based multigranulation space, the other is the covering-based multigranulation space. Three different hierarchical structures are then proposed on such two multigranulation spaces, respectively. Not only the properties about these hierarchical structures are discussed, but also the relationships between these hierarchical structures and the multigranulation rough sets are deeply investigated. It is shown that the first hierarchical structure is consistent with the monotonic varieties of optimistic multigranulation rough set, and the second hierarchical structure is consistent to the monotonic varieties of pessimistic multigranulation rough set, the third hierarchical structure is consistent to the monotonic varieties of both optimistic and pessimistic multigranulation rough sets. Though many hierarchical structures have been proposed to analyze the finer or coarser relationships between two granulation spaces, these structures can only be used to compare the single granulation spaces. However, it should be noticed that the concept of multigranulation plays a fundamental role in the development of granular computing. Therefore, the comparison between two multigranulation spaces has become a necessity. To solve such problem, two types of the multigranulation spaces are considered: one is the partition-based multigranulation space, the other is the covering-based multigranulation space. Three different hierarchical structures are then proposed on such two multigranulation spaces, respectively. Not only the properties about these hierarchical structures are discussed, but also the relationships between these hierarchical structures and the multigranulation rough sets are deeply investigated. It is shown that the first hierarchical structure is consistent with the monotonic varieties of optimistic multigranulation rough set, and the second hierarchical structure is consistent to the monotonic varieties of pessimistic multigranulation rough set, the third hierarchical structure is consistent to the monotonic varieties of both optimistic and pessimistic multigranulation rough sets.
出处 《Journal of Computer Science & Technology》 SCIE EI CSCD 2012年第6期1169-1183,共15页 计算机科学技术学报(英文版)
基金 supported by the National Natural Science Foundation of China under Grant Nos.61100116,61103133 the Natural Science Foundation of Jiangsu Province of China under Grant No.BK2011492 the Natural Science Foundation of Jiangsu Higher Education Institutions of China under Grant No.11KJB520004 the Postdoctoral Science Foundation of China under Grant No. 20100481149 the Postdoctoral Science Foundation of Jiangsu Province of China under Grant No.1101137C
关键词 hierarchical structure multicovering rough set multigranulation rough set multigranulation space hierarchical structure, multicovering rough set, multigranulation rough set, multigranulation space
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