Knowledge Acquisition in Vague Objective Information Systems

Vague set is a new theory in the field of fuzzy information processing. In order to extract vague knowledge from vague information systems effectively, a generalized rough set model, rough vague set, is proposed. Its algebra properties are discussed in detail. Based on rough vague set, the approaches for low approximation and upper approximation distribution reductions are also developed in vague objective information systems(VOIS). Then, the method of knowledge requisition from VOIS is developed. These studies extended the corresponding methods in classical rough set theory, and provide a new approach for uncertain knowledge acquisition.

[1]  Wang Guo,et al.  Decision Table Reduction based on Conditional Information Entropy , 2002 .

[2]  Guoyin Wang,et al.  Similarity Measure of Vague Sets , 2007, Artificial Intelligence and Pattern Recognition.

[3]  W.-L. Gau,et al.  Vague sets , 1993, IEEE Trans. Syst. Man Cybern..

[4]  R. Słowiński Intelligent Decision Support: Handbook of Applications and Advances of the Rough Sets Theory , 1992 .

[5]  Didier Dubois,et al.  Putting Rough Sets and Fuzzy Sets Together , 1992, Intelligent Decision Support.

[6]  Shyi-Ming Chen,et al.  Analyzing Fuzzy System Reliability Using Vague Set Theory , 2003 .

[7]  Deyi Li,et al.  Artificial Intelligence with Uncertainty , 2004, CIT.

[8]  Ma Zhi APPROXIMATIONS BASED MACHINE LEARNING APPROACHES IN INCOMPLETE VAGUE DECISION TABLE , 2000 .

[9]  Shyi-Ming Chen,et al.  Measures of similarity between vague sets , 1995, Fuzzy Sets Syst..

[10]  Jerzy W. Grzymala-Busse,et al.  Rough Sets , 1995, Commun. ACM.

[11]  Wei-Zhi Wu,et al.  Generalized fuzzy rough sets , 2003, Inf. Sci..

[12]  Li Fan Measures of Similarity between Vague Sets , 2001 .

[13]  Ma Zhi Strategies of Ambiguous Rule Acquisition from Vague Decision Table , 2001 .

[14]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[15]  Yuan Xiu-jiu The Inclusion Degree and Similarity Degree of Fuzzy Rough Sets , 2005 .

[16]  Wu Wei Characterizating Rough Fuzzy Sets in Constructive and Axiomatic Approaches , 2004 .

[17]  Xu Chuan The Universal Approximation of A Class of Vague Systems , 2005 .