Uncertain random variables: a mixture of uncertainty and randomness

In many cases, human uncertainty and objective randomness simultaneously appear in a system. In order to describe this phenomena, this paper presents a new concept of uncertain random variable. To measure uncertain random events, this paper also combines probability measure and uncertain measure into a chance measure. Based on the tool of chance measure, the concepts of chance distribution, expected value and variance of uncertain random variable are proposed.

[1]  A. Kolmogoroff Grundbegriffe der Wahrscheinlichkeitsrechnung , 1933 .

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

[3]  Huibert Kwakernaak,et al.  Fuzzy random variables - I. definitions and theorems , 1978, Inf. Sci..

[4]  Huibert Kwakernaak,et al.  Fuzzy random variables--II. Algorithms and examples for the discrete case , 1979, Inf. Sci..

[5]  M. Puri,et al.  Fuzzy Random Variables , 1986 .

[6]  R. Kruse,et al.  Statistics with vague data , 1987 .

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

[8]  Ren Bin,et al.  A Sufficient and Necessary Condition of DerL=adL , 2000 .

[9]  Baoding Liu,et al.  Fuzzy random chance-constrained programming , 2001, IEEE Trans. Fuzzy Syst..

[10]  Baoding Liu,et al.  Fuzzy random dependent-chance programming , 2001, IEEE Trans. Fuzzy Syst..

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

[12]  Baoding Liu,et al.  Random fuzzy dependent-chance programming and its hybrid intelligent algorithm , 2002, Inf. Sci..

[13]  Yian-Kui Liu,et al.  Fuzzy Random Variables: A Scalar Expected Value Operator , 2003, Fuzzy Optim. Decis. Mak..

[14]  Baoding Liu Uncertainty Theory: An Introduction to its Axiomatic Foundations , 2004 .

[15]  Yian-Kui Liu,et al.  Fuzzy random programming with equilibrium chance constraints , 2005, Inf. Sci..

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

[17]  Baoding Liu Fuzzy Process, Hybrid Process and Uncertain Process , 2008 .

[18]  Baoding Liu,et al.  Theory and Practice of Uncertain Programming , 2003, Studies in Fuzziness and Soft Computing.

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

[20]  Yuanguo Zhu,et al.  Please Scroll down for Article Cybernetics and Systems Uncertain Optimal Control with Application to a Portfolio Selection Model Uncertain Optimal Control with Application to a Portfolio Selection Model , 2022 .

[21]  Baoding Liu Uncertain Risk Analysis and Uncertain Reliability Analysis , 2010 .

[22]  Baoding Liu Uncertain Set Theory and Uncertain Inference Rule with Application to Uncertain Control , 2010 .

[23]  X. Chen,et al.  Existence and uniqueness theorem for uncertain differential equations. Fuzzy Optim Decis Making , 2010 .

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

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

[26]  Yuan Gao,et al.  On Liu's Inference Rule for Uncertain Systems , 2010, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[27]  X. Chen,et al.  Existence and uniqueness theorem for uncertain differential equations , 2010, Fuzzy Optim. Decis. Mak..

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

[29]  Baoding Liu Uncertain Logic for Modeling Human Language , 2011 .

[30]  Kai Yao,et al.  A New Option Pricing Model for Stocks in Uncertainty Markets , 2011 .

[31]  Kai Yao,et al.  Uncertain calculus with renewal process , 2012, Fuzzy Optim. Decis. Mak..

[32]  Baoding Liu Why is There a Need for Uncertainty Theory , 2012 .

[33]  Baoding Liu Membership functions and operational law of uncertain sets , 2012, Fuzzy Optim. Decis. Mak..

[34]  Yuhan Liu,et al.  Uncertain Currency Model and Currency Option Pricing , 2015, Int. J. Intell. Syst..