intuitionistic fuzzy sets over different universes · 2016. 3. 22. · atanassov k. t....

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INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74 S69 Intuitionistic Fuzzy Sets over Different Universes Krassimir T. Atanassov* Copyright © 1990, 2016 Krassimir T. Atanassov Copyright © 2016 Int. J. Bioautomation. Reprinted with permission How to cite: Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence Seminar, Sofia, 1990, Preprint IM-MFAIS- 1-90, 6-9. Reprinted: Int J Bioautomation, 2016, 20(S1), S69-S74. In [1, 2] three variants of the operation “Cartesian product” were defined, in the general case, the operands in these variants of operations can be IFSs over different universes. AM other operations (see [1]) are defined in such way, that their operands are defined only over one universe. 1 Below we shall define operations with operands, defined over different universes. Let E and F be two different universes, and let A E and B E be IFSs over E and F, respectively, i.e., A E = {x, μ A (x), ν A (x)| x E}, B F = {x, μ B (x), ν B (x)| x F}. The IFS A, which is defined over the universe E, we shall call an “E-IFS”. The operations over A and B are defined by: A E = {x, ν A (x), μ A (x)| x E}, A E B F = {x, min(μ A (x), μ B (x)), max(ν A (x), ν B (x))| x E F}, A E B F = {x, max(μ A (x), μ B (x)), min(ν A (x), ν B (x))| x E F}, A E + B F = {x, μ A (x) + μ B (x) – ν A (x)ν B (x), ν A (x)ν B (x)| x E F}, A E . B F = {x, μ A (x)μ B (x), ν A (x) + ν B (x) – ν A (x)ν B (x)| x E F}, * Current affiliation: Bioinformatics and Mathematical Modelling Department Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences 105 Acad. G. Bonchev Str., Sofia 1113, Bulgaria, E-mail: [email protected]

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Page 1: Intuitionistic Fuzzy Sets over Different Universes · 2016. 3. 22. · Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence

INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

S69

Intuitionistic Fuzzy Sets

over Different Universes

Krassimir T. Atanassov*

Copyright © 1990, 2016 Krassimir T. Atanassov Copyright © 2016 Int. J. Bioautomation. Reprinted with permission

How to cite:

Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence Seminar, Sofia, 1990, Preprint IM-MFAIS- 1-90, 6-9. Reprinted: Int J Bioautomation, 2016, 20(S1), S69-S74.

In [1, 2] three variants of the operation “Cartesian product” were defined, in the general case,

the operands in these variants of operations can be IFSs over different universes. AM other

operations (see [1]) are defined in such way, that their operands are defined only over one

universe.1

Below we shall define operations with operands, defined over different universes.

Let E and F be two different universes, and let AE and BE be IFSs over E and F, respectively,

i.e.,

AE = {⟨x, µA(x), νA(x)⟩ | x ∈ E},

BF = {⟨x, µB(x), νB(x)⟩ | x ∈ F}.

The IFS A, which is defined over the universe E, we shall call an “E-IFS”. The operations

over A and B are defined by:

AE = {⟨x, νA(x), µA(x)⟩ | x ∈ E},

AE ∩ BF = {⟨x, min(µA(x), µB(x)), max(νA(x), νB(x))⟩ | x ∈ E ∪ F},

AE ∪ BF = {⟨x, max(µA(x), µB(x)), min(νA(x), νB(x))⟩ | x ∈ E ∪ F},

AE + BF = {⟨x, µA(x) + µB(x) – νA(x)νB(x), νA(x)νB(x)⟩ | x ∈ E ∪ F},

AE . BF = {⟨x, µA(x)µB(x), νA(x) + νB(x) – νA(x)νB(x)⟩ | x ∈ E ∪ F},

* Current affiliation: Bioinformatics and Mathematical Modelling Department

Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences

105 Acad. G. Bonchev Str., Sofia 1113, Bulgaria, E-mail: [email protected]

Page 2: Intuitionistic Fuzzy Sets over Different Universes · 2016. 3. 22. · Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence

INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

S70

where:

( ), if( )

0, if

( ), if( )

1, if

A

A

A

A

x x Ex

x F E

x x Ex

x F E

µµ

νν

∈=

∈ −

∈= ∈ −

and

( ), if( )

0, if

( ), if( )

1, if

B

B

B

B

x x Fx

x E F

x x Ex

x E F

µµ

νν

∈=

∈ −

∈= ∈ −

.

It can be seen directly, that all assertions from [1, 2] are valid here also. Obviously, for every

universe E, every IFS over E is an E-IFS. On another hand every E-IFS can be interpreted as

an ordinary IFS over the universe E.

We shall show that the elements of every set { / }i

A i I= ∈∑ , with which we shall work,

where i

A is an Ei-IFS ( i I∈ and I is a some index set), can be interpreted as ordinary IFSs

over special universe.

Really, if card(∑) = 1, the assertion is obviously valid. Let card(∑) > 1. Then we can construct

the universe

*

i

i I

E E

= ∪

and the functions of membership and non-membership

*

*

( ), if( )

0, otherwise

( ), if( )

1, otherwise

i

i

i

i

A i

A

A i

A

x x Ex

x x Ex

µµ

νν

∈=

=

and hence every Ei-IFS Ai ( i I∈ ) will be an IFS over E. All defined above operations can be

transformed over E.

The sense of E-IFSs consists in the possibility to work with IFSs for which for every element

x of the universe, for functions µ and ν everywhere at least one of the inequations µA(x) > 0

and νA(x) < 1 for some A – a subset of E, is valid.

Page 3: Intuitionistic Fuzzy Sets over Different Universes · 2016. 3. 22. · Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence

INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

S71

*

* *

It can be seen similarly to [3], that every rough set A [4, 5] for which the interval [0, 1] is a

range of A and A can be represented by some IFS B. In this case B

Aµ = and 1B

Aν = − .

Here we shall show on Fig. 1 (from [5]) the relation between both above objects. We can use

the sets X1, …, X7 as universes and we can construct the universe 7

1

i

i

X X

=

=∪ as above with

iB

µ and i

Bν :

1

1

1

0.3, for( )

0, forB

x Xx

x X Xµ

∈=

∈ −,

1

1

1

0.6, for( )

1, forB

x Xx

x X Xν

∈=

∈ −,

2

2

2

0.4, for( )

0, forB

x Xx

x X Xµ

∈=

∈ −,

2

2

2

0.3, for( )

1, forB

x Xx

x X Xν

∈=

∈ −,

etc., where Bi are Ei-IFS (1 ≤ i ≤ 7) and the IFS 7

1

i

i

B B

=

=∪ .

1.0

0.9

0.8

0.7

0.6

0.5

0.4

0.3

0.2

0.1

0.0

1x

��������� �

2x

3x

4x

5x

6x

7x

�������������������

Fig. 1

On the other hand, every IFS B over an universe E, which has a representation 1

n

i

i

B B

=

=∪ ,

where Bi are Ei-IFS and with 1( ) consti

Bx sµ = , 2( ) const

iB

xν = for every i

x E∈ (1 ≤ i ≤ n) can

be represented by a some rough set with functions A and A in [0, 1].

Page 4: Intuitionistic Fuzzy Sets over Different Universes · 2016. 3. 22. · Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence

INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

S72

References 1. Atanassov K. (1986). Intuitionistic Fuzzy Sets, Fuzzy Sets and Systems, 20(1), 87-96.

2. Atanassov K. (1989). On Intuitionistic Fuzzy Sets and Their Applications, In: “Actual

Problems of Sciences” – Bull of Bulg. Acad. of Sci., Sofia, Vol. 1, 53 p.

3. Atanassov K., G. Gargov (1989). Interval Valued Intuitionistic Fuzzy Sets, Fuzzy Sets

and Systems, 31(3), 343-349.

4. Pawlak Z. (1981). Rough Sets, ICS, PAS Report 431.

5. Pawlak Z. (1981). Rough Functions, ICS, PAS Report 467.

Page 5: Intuitionistic Fuzzy Sets over Different Universes · 2016. 3. 22. · Atanassov K. T. Intuitionistic Fuzzy Sets over Different Universes, Mathematical Foundations of Artificial Intelligence

INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

S73

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INT. J. BIOAUTOMATION, 2016, 20(1), S69-S74

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