Uncertain random logic and uncertain random entailment

Probabilistic logic and uncertain logic, as two branches of the multi-valued logic, have been proposed for dealing with knowledge with random factors and with human uncertainty, respectively. As a generalization, this paper proposes an uncertain random logic to deal with complex knowledge containing random factors and human uncertainty simultaneously, and derives a formula to calculate the truth value of an uncertain random proposition. As an inverse problem of the uncertain random logic, this paper also proposes an uncertain random entailment model which calculates the truth value of a function of some uncertain random propositions based on the truth values of some other functions of these uncertain random propositions. As a byproduct, a probabilistic entailment model is also discussed.

[1]  Didier Dubois,et al.  Necessity Measures and the Resolution Principle , 1987, IEEE Transactions on Systems, Man, and Cybernetics.

[2]  Yuhan Liu,et al.  Expected Value of Function of Uncertain Variables , 2010 .

[3]  Lotfi A. Zadeh,et al.  A Theory of Approximate Reasoning , 1979 .

[4]  Baoding Liu,et al.  Hybrid Logic and Uncertain Logic , 2009 .

[5]  Xiaowei Chen,et al.  A note on truth value in uncertain logic , 2011, Expert Syst. Appl..

[6]  Yuhan Liu,et al.  Uncertain random variables: a mixture of uncertainty and randomness , 2013, Soft Comput..

[7]  Baoding Liu,et al.  Uncertainty Theory - A Branch of Mathematics for Modeling Human Uncertainty , 2011, Studies in Computational Intelligence.

[8]  Robert LIN,et al.  NOTE ON FUZZY SETS , 2014 .

[9]  Baoding Liu Uncertain Entailment and Modus Ponens in the Framework of Uncertain Logic , 2009 .

[10]  Nils J. Nilsson,et al.  Probabilistic Logic * , 2022 .

[11]  Didier Dubois,et al.  An introduction to possibilistic and fuzzy logics , 1990 .

[12]  Baoding Liu Uncertain Random Graph and Uncertain Random Network Baoding , 2014 .

[13]  Yuhan Liu,et al.  Risk Index in Uncertain Random Risk Analysis , 2014, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[14]  Peter N. Marinos Fuzzy Logic and its Application to Switching Systems , 1969, IEEE Transactions on Computers.

[15]  Yian-Kui Liu,et al.  Expected value of fuzzy variable and fuzzy expected value models , 2002, IEEE Trans. Fuzzy Syst..

[16]  Richard C. T. Lee Fuzzy Logic and the Resolution Principle , 1971, JACM.

[17]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[18]  Yuhan Liu,et al.  Uncertain random programming with applications , 2013, Fuzzy Optim. Decis. Mak..

[19]  Lotfi A. Zadeh,et al.  Outline of a New Approach to the Analysis of Complex Systems and Decision Processes , 1973, IEEE Trans. Syst. Man Cybern..

[20]  Didier Dubois,et al.  Resolution principles in possibilistic logic , 1990, Int. J. Approx. Reason..

[21]  Xiang Li,et al.  A semantic study of the first-order predicate logic with uncertainty involved , 2014, Fuzzy Optim. Decis. Mak..

[22]  Rui Kang,et al.  Reliability analysis in uncertain random system , 2016, Fuzzy Optimization and Decision Making.

[23]  Jinwu Gao,et al.  Some Concepts and Theorems of Uncertain Random Process , 2015, Int. J. Intell. Syst..

[24]  Xiang Li,et al.  Foundation of credibilistic logic , 2009, Fuzzy Optim. Decis. Mak..

[25]  Kakuzo Iwamura,et al.  A sufficient and necessary condition of uncertainty distribution , 2010 .

[26]  Baoding Liu Some Research Problems in Uncertainty Theory , 2009 .