Boundary region-based rough sets and uncertainty measures in the approximation space

作者: Zhouming Ma , Jusheng Mi

DOI: 10.1016/J.INS.2016.07.040

关键词: Applied mathematicsMathematical analysisApproximation operatorsOperator theoryBoundary regionBinary relationMathematicsEquipollencePartition (number theory)Rough setControl and Systems EngineeringTheoretical computer scienceSoftwareInformation Systems and ManagementArtificial intelligenceComputer Science Applications

摘要: The approximation operators play an important role in rough set theory, which are mainly defined by means of neighborhood systems. In this paper, firstly, we try to propose a class novel definitions the via predefined boundary region based on binary relation. Then compare proposed concepts with originals, necessary and sufficient conditions their equipollence investigated. Secondly, give covering. By employing boundary, covering proposed. It is shown that equivalent introduced Zakowski. Thirdly, relationship between general relations coverings investigated aid region. Finally, more reasonable characterizations accuracy roughness operators. Meanwhile, study uncertainty measures spaces partition

参考文章(59)
Jouni Järinen, Approximations and rough sets based on tolerances Lecture Notes in Computer Science. pp. 182- 189 ,(2000) , 10.1007/3-540-45554-X_21
Shusaku Tsumoto, Lech Polkowski, Tsau Young Lin, Rough set methods and applications: new developments in knowledge discovery in information systems Physica-Verlag GmbH. ,(2000)
Y. Y. Yao, On Generalizing Pawlak Approximation Operators Lecture Notes in Computer Science. pp. 298- 307 ,(1998) , 10.1007/3-540-69115-4_41
Andrzej Skowron, Jaroslaw Stepaniuk, Tolerance approximation spaces Fundamenta Informaticae. ,vol. 27, pp. 245- 253 ,(1996) , 10.3233/FI-1996-272311
J. A. Pomykala, About Tolerance and Similarity Relations in Information Systems Lecture Notes in Computer Science. pp. 175- 182 ,(2002) , 10.1007/3-540-45813-1_22
Yiyu Yao, Yanhong She, Rough set models in multigranulation spaces Information Sciences. ,vol. 327, pp. 40- 56 ,(2016) , 10.1016/J.INS.2015.08.011
Yan-Lan Zhang, Jinjin Li, Wei-Zhi Wu, On axiomatic characterizations of three pairs of covering based approximation operators Information Sciences. ,vol. 180, pp. 274- 287 ,(2010) , 10.1016/J.INS.2009.08.031
Yaojin Lin, Jinjin Li, Menglei Lin, Jinkun Chen, A new nearest neighbor classifier via fusing neighborhood information Neurocomputing. ,vol. 143, pp. 164- 169 ,(2014) , 10.1016/J.NEUCOM.2014.06.009