The arithmetic of continuous Z-numbers

In order to deal with imprecision and partial reliability of real-world information, Prof. Zadeh suggested the concept of a Z-number Z=(A, B), as an ordered pair of continuous fuzzy numbers A and B. The first describes a linguistic value, and the second one is the associated reliability. Unfortunate...

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Vydáno v:Information sciences Ročník 373; s. 441 - 460
Hlavní autoři: Aliev, R.A., Huseynov, O.H., Zeinalova, L.M.
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Inc 10.12.2016
Témata:
ISSN:0020-0255, 1872-6291
On-line přístup:Získat plný text
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Abstract In order to deal with imprecision and partial reliability of real-world information, Prof. Zadeh suggested the concept of a Z-number Z=(A, B), as an ordered pair of continuous fuzzy numbers A and B. The first describes a linguistic value, and the second one is the associated reliability. Unfortunately, up to day there is no works devoted to arithmetic of continuous Z-numbers in existence. An original formulation of operations over continuous Z-numbers proposed by Zadeh includes complex non-linear variational problems. We propose an alternative approach which has a better computational complexity and accuracy tradeoff. The proposed approach is based on linear programming and other simple optimization problems. We developed basic arithmetic operations such as addition, subtraction, multiplication and division, and some algebraic operations as maximum, minimum, square and square root of continuous Z-numbers. Vast compendium of examples shows validity of the suggested approach.
AbstractList In order to deal with imprecision and partial reliability of real-world information, Prof. Zadeh suggested the concept of a Z-number Z =(A, B), as an ordered pair of continuous fuzzy numbers A and B. The first describes a linguistic value, and the second one is the associated reliability. Unfortunately, up to day there is no works devoted to arithmetic of continuous Z-numbers in existence. An original formulation of operations over continuous Z-numbers proposed by Zadeh includes complex non-linear variational problems. We propose an alternative approach which has a better computational complexity and accuracy tradeoff. The proposed approach is based on linear programming and other simple optimization problems. We developed basic arithmetic operations such as addition, subtraction, multiplication and division, and some algebraic operations as maximum, minimum, square and square root of continuous Z-numbers. Vast compendium of examples shows validity of the suggested approach.
Author Aliev, R.A.
Zeinalova, L.M.
Huseynov, O.H.
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  email: raliev@asoa.edu.az
  organization: Joint MBA Program, Azerbaijan State Oil and Industry University, Azerbaijan, 20 Azadlig Ave., AZ1010 Baku, Azerbaijan; Georgia State University, USA; Department of Computer Engineering, Near East University, Lefkosa, North Cyprus
– sequence: 2
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  surname: Huseynov
  fullname: Huseynov, O.H.
  email: oleg_huseynov@yahoo.com
  organization: Department of Computer Engineering, Azerbaijan State Oil and Industry University, 20 Azadlig Ave., AZ1010, Baku, Azerbaijan
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  givenname: L.M.
  surname: Zeinalova
  fullname: Zeinalova, L.M.
  email: zeynalova-69@mail.ru
  organization: Department of Computer Engineering, Azerbaijan State Oil and Industry University, 20 Azadlig Ave., AZ1010, Baku, Azerbaijan
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Cites_doi 10.1016/j.eswa.2013.03.020
10.1016/j.ins.2013.06.003
10.1016/j.ins.2011.02.022
10.1007/s12652-012-0137-8
10.1016/j.asoc.2011.04.005
10.1002/int.21521
10.1016/j.ins.2007.05.001
10.1016/S0167-9473(02)00234-7
10.1137/110839680
10.1016/0888-613X(90)90022-T
10.1016/j.ins.2014.08.024
10.1016/j.csda.2006.04.029
10.1016/j.fss.2009.06.009
10.1002/int.21709
10.1016/S0019-9958(65)90241-X
10.3233/FI-2013-831
10.1016/0022-247X(68)90078-4
10.1016/j.ins.2010.09.020
10.1016/j.tcs.2012.12.034
10.1109/FUZZ-IEEE.2014.6891827
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Keywords A continuous fuzzy number
Convolution
Arithmetic operations
A random variable
A probability measure
Z-number
Language English
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References Kaufmann, Gupta (bib0018) 1985
Tadayon, Tadayon (bib0030) 2012
Abu Aarqob, Shawagfeh, AbuGhneim (bib0001) 2008; 3
Bashar, Shirin (bib0008) 2005; 53
Springer (bib0029) 1979
Stefanini (bib0043) 2010; 161
Zhai, Mendel (bib0041) 2011; 181
Yager (bib0034) 2012; 27
Klir, Yuan (bib0020) 1995
J. Lorkowski, R.A. Aliev, and V. Kreinovich, Towards decision making under interval, set-valued, fuzzy, and z-number uncertainty: a fair price approach
Aliev, Zeinalova (bib0005) 2014
Hanss (bib0045) 2005
Zadeh (bib0040) 2013; 248
Zadeh (bib0038) 1968; 23
Rohatgi (bib0042) 1976
Zadeh (bib0037) 2006; 51
Zadeh (bib0035) 2011; 181
Ruan (bib0027) 2010
Aliev, Alizadeh, Huseynov, Jabbarova (bib0003) 2015
Kang, Wei, Li, Deng (bib0017) 2012; 8
Castillo (bib0009) 2012
Glen, Leemis, Drew (bib0013) 2004; 44
Azadeh, Saberi, Atashbar, Chang, Pazhoheshfar (bib0006) 2013
Pal, Banerjee (bib0024) 2013; 488
Khorasani, Patel, Rahimi, Houle (bib0019) 2013; 4
Williamson (bib0032) 1989
L.A. Zadeh. Methods and systems for applications with Z-numbers, United States Patent, Patent No.: US 8,311,973 B1, Date of Patent: 2012.
Sevastianov (bib0028) 2007; 177
Aliev, Huseynov (bib0004) 2014
Banerjee, Pal (bib0007) 2013; Volume 291
Castillo, Melin (bib0010) 2008
.
Papoulis, Pillai (bib0026) 2002
Charles, Grinstead, Snell (bib0012) 1997
Hahn, Shapiro (bib0014) 1967
R.R. Yager, On a view of Zadeh's Z-numbers, Adv. Comput. Intell. Commun. Comput. Inf. Sci. 299(2012) 90–101.
Mendel (bib0023) 2014
Jaroszewicz, Korzen (bib0015) 2012; 34
Bede (bib0044) 2013
Pal, Banerjee, Dutta, Sarma (bib0025) 2013; 124
Melin, Castillo (bib0022) 2013; 40
Castillo, Melin, Pedrycz (bib0011) 2011; 11
Kang, Wei, Li, Deng (bib0016) 2012; 9
Williamson, Downs (bib0031) 1990; 4
Zadeh (bib0036) 1965; 8
Aliev, Alizadeh, Huseynov (bib0002) 2015; 290
10.1016/j.ins.2016.08.078_bib0033
Charles (10.1016/j.ins.2016.08.078_bib0012) 1997
Tadayon (10.1016/j.ins.2016.08.078_bib0030) 2012
10.1016/j.ins.2016.08.078_bib0039
Khorasani (10.1016/j.ins.2016.08.078_bib0019) 2013; 4
Aliev (10.1016/j.ins.2016.08.078_bib0003) 2015
Castillo (10.1016/j.ins.2016.08.078_bib0011) 2011; 11
Klir (10.1016/j.ins.2016.08.078_bib0020) 1995
Zhai (10.1016/j.ins.2016.08.078_bib0041) 2011; 181
Springer (10.1016/j.ins.2016.08.078_bib0029) 1979
Jaroszewicz (10.1016/j.ins.2016.08.078_bib0015) 2012; 34
Banerjee (10.1016/j.ins.2016.08.078_bib0007) 2013; Volume 291
Williamson (10.1016/j.ins.2016.08.078_bib0031) 1990; 4
Yager (10.1016/j.ins.2016.08.078_bib0034) 2012; 27
Papoulis (10.1016/j.ins.2016.08.078_bib0026) 2002
Hanss (10.1016/j.ins.2016.08.078_bib0045) 2005
Kaufmann (10.1016/j.ins.2016.08.078_bib0018) 1985
Kang (10.1016/j.ins.2016.08.078_bib0016) 2012; 9
Bashar (10.1016/j.ins.2016.08.078_bib0008) 2005; 53
Williamson (10.1016/j.ins.2016.08.078_bib0032) 1989
Abu Aarqob (10.1016/j.ins.2016.08.078_bib0001) 2008; 3
Bede (10.1016/j.ins.2016.08.078_bib0044) 2013
10.1016/j.ins.2016.08.078_bib0021
Castillo (10.1016/j.ins.2016.08.078_bib0009) 2012
Melin (10.1016/j.ins.2016.08.078_bib0022) 2013; 40
Aliev (10.1016/j.ins.2016.08.078_bib0004) 2014
Zadeh (10.1016/j.ins.2016.08.078_bib0040) 2013; 248
Castillo (10.1016/j.ins.2016.08.078_bib0010) 2008
Pal (10.1016/j.ins.2016.08.078_bib0024) 2013; 488
Rohatgi (10.1016/j.ins.2016.08.078_bib0042) 1976
Zadeh (10.1016/j.ins.2016.08.078_bib0035) 2011; 181
Hahn (10.1016/j.ins.2016.08.078_bib0014) 1967
Glen (10.1016/j.ins.2016.08.078_bib0013) 2004; 44
Zadeh (10.1016/j.ins.2016.08.078_bib0037) 2006; 51
Kang (10.1016/j.ins.2016.08.078_bib0017) 2012; 8
Sevastianov (10.1016/j.ins.2016.08.078_bib0028) 2007; 177
Stefanini (10.1016/j.ins.2016.08.078_bib0043) 2010; 161
Azadeh (10.1016/j.ins.2016.08.078_bib0006) 2013
Pal (10.1016/j.ins.2016.08.078_bib0025) 2013; 124
Zadeh (10.1016/j.ins.2016.08.078_bib0036) 1965; 8
Mendel (10.1016/j.ins.2016.08.078_bib0023) 2014
Ruan (10.1016/j.ins.2016.08.078_bib0027) 2010
Zadeh (10.1016/j.ins.2016.08.078_bib0038) 1968; 23
Aliev (10.1016/j.ins.2016.08.078_bib0005) 2014
Aliev (10.1016/j.ins.2016.08.078_bib0002) 2015; 290
References_xml – volume: 177
  start-page: 4645
  year: 2007
  end-page: 4661
  ident: bib0028
  article-title: Numerical methods for interval and fuzzy number comparison based on the probabilistic approach and Dempster–Shafer theory
  publication-title: Inf. Sci.
– volume: 181
  start-page: 2923
  year: 2011
  end-page: 2932
  ident: bib0035
  article-title: A note on Z-numbers
  publication-title: Inf. Sci.
– volume: 4
  start-page: 451
  year: 2013
  end-page: 470
  ident: bib0019
  article-title: An inference engine toolkit for computing with words
  publication-title: J. Ambient Intell. Human. Comput.
– volume: 23
  start-page: 421
  year: 1968
  end-page: 427
  ident: bib0038
  article-title: Probability measures of fuzzy events
  publication-title: J. Math. Anal. Appl.
– year: 2012
  ident: bib0009
  article-title: Type-2 Fuzzy Logic in Intelligent Control Applications
– volume: 44
  start-page: 451
  year: 2004
  end-page: 464
  ident: bib0013
  article-title: Computing the distribution of the product of two continuous random variables
  publication-title: Comput. Stat. Data An.
– year: 1979
  ident: bib0029
  article-title: The Algebra of Random Variables
– volume: 181
  start-page: 503
  year: 2011
  end-page: 518
  ident: bib0041
  article-title: Uncertainty measures for general type-2 fuzzy sets
  publication-title: Inf. Sci.
– year: 2010
  ident: bib0027
  article-title: Computational Intelligence in Complex Decision Systems
– reference: L.A. Zadeh. Methods and systems for applications with Z-numbers, United States Patent, Patent No.: US 8,311,973 B1, Date of Patent: 2012.
– year: 2013
  ident: bib0044
  article-title: Mathematics of Fuzzy Sets and Fuzzy Logic
– volume: 8
  start-page: 2807
  year: 2012
  end-page: 2814
  ident: bib0017
  article-title: Decision making using Z-numbers under uncertain environment
  publication-title: J. Inf. Comput. Sci.
– volume: 34
  start-page: 1241
  year: 2012
  end-page: 1265
  ident: bib0015
  article-title: Arithmetic operations on independent random variables: a numerical approach
  publication-title: SIAM J. Sci. Comput.
– year: 1985
  ident: bib0018
  article-title: Introduction to Fuzzy Arithmetic: Theory and Application
– volume: 248
  start-page: 1
  year: 2013
  end-page: 14
  ident: bib0040
  article-title: Toward a restriction-centered theory of truth and meaning (RCT)
  publication-title: Inf. Sci.
– volume: 488
  start-page: 2
  year: 2013
  end-page: 14
  ident: bib0024
  article-title: Context granulation and subjective-information quantification
  publication-title: Theor. Comput. Sci.
– volume: 124
  start-page: 197
  year: 2013
  end-page: 229
  ident: bib0025
  article-title: An insight into the Z-number approach to CWW
  publication-title: Fundamenta Informaticae
– volume: Volume 291
  start-page: 71
  year: 2013
  end-page: 88
  ident: bib0007
  article-title: The Z-number enigma: a study through an experiment
  publication-title: Soft Computing: State of the Art Theory and Novel Applications (Studies in Fuzziness and Soft Computing)
– year: 2008
  ident: bib0010
  article-title: Type-2 Fuzzy Logic: Theory and Applications
– volume: 27
  start-page: 259
  year: 2012
  end-page: 278
  ident: bib0034
  article-title: On Z-valuations using Zadeh`s Z-numbers
  publication-title: Int. J. Intell. Syst.
– volume: 40
  start-page: 5413
  year: 2013
  end-page: 5423
  ident: bib0022
  article-title: A review on the applications of type-2 fuzzy logic in classification and pattern recognition
  publication-title: Expert Syst. Appl.
– year: 1989
  ident: bib0032
  article-title: Probabilistic Arithmetic
– reference: R.R. Yager, On a view of Zadeh's Z-numbers, Adv. Comput. Intell. Commun. Comput. Inf. Sci. 299(2012) 90–101.
– year: 2005
  ident: bib0045
  article-title: Applied Fuzzy Arithmetic. An Introduction with Engineering Applications
– volume: 3
  start-page: 763
  year: 2008
  end-page: 776
  ident: bib0001
  article-title: Functions defined on fuzzy real numbers according to Zadeh's extension
  publication-title: Int. Math. Forum
– year: 1995
  ident: bib0020
  article-title: Fuzzy Sets and Fuzzy Logic: Theory and Applications
– volume: 8
  start-page: 338
  year: 1965
  end-page: 353
  ident: bib0036
  article-title: Fuzzy sets
  publication-title: Inf. Control
– volume: 11
  start-page: 5590
  year: 2011
  end-page: 5601
  ident: bib0011
  article-title: Design of interval type-2 fuzzy models through optimal granularity allocation
  publication-title: Appl. Soft Comput.
– year: 2015
  ident: bib0003
  article-title: Z-number based linear programming
  publication-title: Int. J. Intell. Syst.
– start-page: 141
  year: 2013
  end-page: 147
  ident: bib0006
  article-title: Z-AHP: a Z-number extension of fuzzy analytical hierarchy process
  publication-title: International Conference on Digital Ecosystems and Technologies (DEST)
– year: 2014
  ident: bib0004
  article-title: Decision Theory with Imperfect Information
– volume: 290
  start-page: 134
  year: 2015
  end-page: 155
  ident: bib0002
  article-title: The arithmetic of discrete Z-numbers
  publication-title: Inf. Sci.
– reference: .
– year: 2012
  ident: bib0030
  article-title: Approximate Z-number evaluation based on categorical sets of probability distributions
  publication-title: Proc. 2nd World Conf. on Soft Computing, WConSC
– year: 1967
  ident: bib0014
  article-title: Statistical Models in Engineering
– volume: 161
  start-page: 1564
  year: 2010
  end-page: 1584
  ident: bib0043
  article-title: A generalization of Hukuhara difference and division for interval and fuzzy arithmetic
  publication-title: Fuzzy Sets Syst.
– reference: J. Lorkowski, R.A. Aliev, and V. Kreinovich, Towards decision making under interval, set-valued, fuzzy, and z-number uncertainty: a fair price approach,
– volume: 51
  start-page: 15
  year: 2006
  end-page: 46
  ident: bib0037
  article-title: Generalized theory of uncertainty (GTU) – principal concepts and ideas
  publication-title: Comput. Stat. Data Anal.
– year: 2014
  ident: bib0023
  article-title: Type-2 Fuzzy Logic Control: Introduction to Theory and Application
– volume: 4
  start-page: 89
  year: 1990
  end-page: 158
  ident: bib0031
  article-title: Probabilistic arithmetic. I. numerical methods for calculating convolutions and dependency bounds
  publication-title: Int. J.Approx. Reason.
– start-page: 233
  year: 2014
  end-page: 252
  ident: bib0005
  article-title: Decision making under Z-information
  publication-title: Human-Centric Decision-Making Models for Social Sciences (Studies in Computational Intelligence)
– year: 1997
  ident: bib0012
  article-title: Introduction to Probability
– year: 2002
  ident: bib0026
  article-title: Probability, Random Variables, and Stochastic Processes
– volume: 53
  start-page: 131
  year: 2005
  end-page: 140
  ident: bib0008
  article-title: Squares and square roots of continuous fuzzy numbers
  publication-title: Dhaka Univ. J. Sci.
– volume: 9
  start-page: 703
  year: 2012
  end-page: 709
  ident: bib0016
  article-title: A method of converting Z-number to classical fuzzy number
  publication-title: J. Inf. Comput. Sci.
– year: 1976
  ident: bib0042
  article-title: An Introduction to Probability Theory Mathematical Statistics
– volume: 40
  start-page: 5413
  issue: 13
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0022
  article-title: A review on the applications of type-2 fuzzy logic in classification and pattern recognition
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2013.03.020
– volume: 248
  start-page: 1
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0040
  article-title: Toward a restriction-centered theory of truth and meaning (RCT)
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2013.06.003
– volume: 181
  start-page: 2923
  year: 2011
  ident: 10.1016/j.ins.2016.08.078_bib0035
  article-title: A note on Z-numbers
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2011.02.022
– year: 1967
  ident: 10.1016/j.ins.2016.08.078_bib0014
– ident: 10.1016/j.ins.2016.08.078_bib0033
– year: 2008
  ident: 10.1016/j.ins.2016.08.078_bib0010
– year: 1997
  ident: 10.1016/j.ins.2016.08.078_bib0012
– volume: 8
  start-page: 2807
  issue: 7
  year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0017
  article-title: Decision making using Z-numbers under uncertain environment
  publication-title: J. Inf. Comput. Sci.
– year: 1995
  ident: 10.1016/j.ins.2016.08.078_bib0020
– year: 2014
  ident: 10.1016/j.ins.2016.08.078_bib0023
– volume: Volume 291
  start-page: 71
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0007
  article-title: The Z-number enigma: a study through an experiment
– start-page: 233
  year: 2014
  ident: 10.1016/j.ins.2016.08.078_bib0005
  article-title: Decision making under Z-information
– year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0009
– volume: 4
  start-page: 451
  issue: 4
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0019
  article-title: An inference engine toolkit for computing with words
  publication-title: J. Ambient Intell. Human. Comput.
  doi: 10.1007/s12652-012-0137-8
– volume: 11
  start-page: 5590
  issue: 8
  year: 2011
  ident: 10.1016/j.ins.2016.08.078_bib0011
  article-title: Design of interval type-2 fuzzy models through optimal granularity allocation
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2011.04.005
– year: 2014
  ident: 10.1016/j.ins.2016.08.078_bib0004
– volume: 3
  start-page: 763
  issue: 16
  year: 2008
  ident: 10.1016/j.ins.2016.08.078_bib0001
  article-title: Functions defined on fuzzy real numbers according to Zadeh's extension
  publication-title: Int. Math. Forum
– volume: 53
  start-page: 131
  issue: 2
  year: 2005
  ident: 10.1016/j.ins.2016.08.078_bib0008
  article-title: Squares and square roots of continuous fuzzy numbers
  publication-title: Dhaka Univ. J. Sci.
– year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0030
  article-title: Approximate Z-number evaluation based on categorical sets of probability distributions
– year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0044
– volume: 27
  start-page: 259
  year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0034
  article-title: On Z-valuations using Zadeh`s Z-numbers
  publication-title: Int. J. Intell. Syst.
  doi: 10.1002/int.21521
– volume: 177
  start-page: 4645
  issue: 21
  year: 2007
  ident: 10.1016/j.ins.2016.08.078_bib0028
  article-title: Numerical methods for interval and fuzzy number comparison based on the probabilistic approach and Dempster–Shafer theory
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2007.05.001
– volume: 44
  start-page: 451
  year: 2004
  ident: 10.1016/j.ins.2016.08.078_bib0013
  article-title: Computing the distribution of the product of two continuous random variables
  publication-title: Comput. Stat. Data An.
  doi: 10.1016/S0167-9473(02)00234-7
– start-page: 141
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0006
  article-title: Z-AHP: a Z-number extension of fuzzy analytical hierarchy process
– year: 2010
  ident: 10.1016/j.ins.2016.08.078_bib0027
– volume: 34
  start-page: 1241
  issue: 3
  year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0015
  article-title: Arithmetic operations on independent random variables: a numerical approach
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/110839680
– volume: 4
  start-page: 89
  issue: 2
  year: 1990
  ident: 10.1016/j.ins.2016.08.078_bib0031
  article-title: Probabilistic arithmetic. I. numerical methods for calculating convolutions and dependency bounds
  publication-title: Int. J.Approx. Reason.
  doi: 10.1016/0888-613X(90)90022-T
– volume: 290
  start-page: 134
  year: 2015
  ident: 10.1016/j.ins.2016.08.078_bib0002
  article-title: The arithmetic of discrete Z-numbers
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2014.08.024
– volume: 51
  start-page: 15
  year: 2006
  ident: 10.1016/j.ins.2016.08.078_bib0037
  article-title: Generalized theory of uncertainty (GTU) – principal concepts and ideas
  publication-title: Comput. Stat. Data Anal.
  doi: 10.1016/j.csda.2006.04.029
– year: 2002
  ident: 10.1016/j.ins.2016.08.078_bib0026
– year: 1985
  ident: 10.1016/j.ins.2016.08.078_bib0018
– volume: 161
  start-page: 1564
  issue: 11
  year: 2010
  ident: 10.1016/j.ins.2016.08.078_bib0043
  article-title: A generalization of Hukuhara difference and division for interval and fuzzy arithmetic
  publication-title: Fuzzy Sets Syst.
  doi: 10.1016/j.fss.2009.06.009
– year: 2015
  ident: 10.1016/j.ins.2016.08.078_bib0003
  article-title: Z-number based linear programming
  publication-title: Int. J. Intell. Syst.
  doi: 10.1002/int.21709
– volume: 8
  start-page: 338
  year: 1965
  ident: 10.1016/j.ins.2016.08.078_bib0036
  article-title: Fuzzy sets
  publication-title: Inf. Control
  doi: 10.1016/S0019-9958(65)90241-X
– volume: 9
  start-page: 703
  issue: 3
  year: 2012
  ident: 10.1016/j.ins.2016.08.078_bib0016
  article-title: A method of converting Z-number to classical fuzzy number
  publication-title: J. Inf. Comput. Sci.
– volume: 124
  start-page: 197
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0025
  article-title: An insight into the Z-number approach to CWW
  publication-title: Fundamenta Informaticae
  doi: 10.3233/FI-2013-831
– year: 1989
  ident: 10.1016/j.ins.2016.08.078_bib0032
– ident: 10.1016/j.ins.2016.08.078_bib0039
– year: 1979
  ident: 10.1016/j.ins.2016.08.078_bib0029
– year: 2005
  ident: 10.1016/j.ins.2016.08.078_bib0045
– volume: 23
  start-page: 421
  issue: 2
  year: 1968
  ident: 10.1016/j.ins.2016.08.078_bib0038
  article-title: Probability measures of fuzzy events
  publication-title: J. Math. Anal. Appl.
  doi: 10.1016/0022-247X(68)90078-4
– volume: 181
  start-page: 503
  issue: 3
  year: 2011
  ident: 10.1016/j.ins.2016.08.078_bib0041
  article-title: Uncertainty measures for general type-2 fuzzy sets
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2010.09.020
– volume: 488
  start-page: 2
  year: 2013
  ident: 10.1016/j.ins.2016.08.078_bib0024
  article-title: Context granulation and subjective-information quantification
  publication-title: Theor. Comput. Sci.
  doi: 10.1016/j.tcs.2012.12.034
– year: 1976
  ident: 10.1016/j.ins.2016.08.078_bib0042
– ident: 10.1016/j.ins.2016.08.078_bib0021
  doi: 10.1109/FUZZ-IEEE.2014.6891827
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Snippet In order to deal with imprecision and partial reliability of real-world information, Prof. Zadeh suggested the concept of a Z-number Z=(A, B), as an ordered...
In order to deal with imprecision and partial reliability of real-world information, Prof. Zadeh suggested the concept of a Z-number Z =(A, B), as an ordered...
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SubjectTerms A continuous fuzzy number
A probability measure
A random variable
Algebra
Arithmetic
Arithmetic operations
BASIC (programming language)
Convolution
Division
Fuzzy systems
Linguistics
Nonlinearity
Optimization
Z-number
Title The arithmetic of continuous Z-numbers
URI https://dx.doi.org/10.1016/j.ins.2016.08.078
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