Given a pan-space and a nonnegative measurable function f on measurable space (X, A) , the pan-integral of f with respect to monotone measure μ and pan-operation determines a new monotone measure on (X, A) . Such the new monotone measure is absolutely continuous with respect to the monotone measure μ . We show that the new monotone measure preserves some important structural characteristics of the original monotone measures, such as continuity from below, subadditivity, null-additivity, weak null-additivity and (S) property. Since the pan-integral based on a pair of pan-operations covers the Sugeno integral (based on ) and the Shilkret integral (based on ), therefore, the previous related results for the Sugeno integral are covered by the results presented here, in the meantime, some special results related the Shilkret integral are also obtained.
In generalized measure and integral theory, there are several kinds of important nonlinear integrals, the Choquet integral [
In classical measure theory [
ν f ( A ) = ∫ A f d m , ∀ A ∈ A .
is a measure, i.e., ν f is σ-additive and ν f ( ∅ ) = 0 , and ν f is absolutely continuous with respect to m.
For the Sugeno integral and the Choquet integral, the issue above has also been discussed respectively in [
In this paper we discuss the above-mentioned issue for the pan-integrals. Given a pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) and a nonnegative measurable function f on ( X , A ) , the pan-integral of f with respect to μ and pan-operation ( ⊕ , ⊗ ) determines a new monotone measure λ f ( ⊕ , ⊗ ) on ( X , A ) . Such the monotone measure λ f ( ⊕ , ⊗ ) is absolutely continuous with respect to μ. We are going to show that λ f ( ⊕ , ⊗ ) reserves some important structural characteristics of μ, which is similar to the cases of the Choquet integral and the Sugeno integral. We are also going to show that if monotone measure is subadditive, then the pan-integral with respect to the monotone measure is a monotone superadditive functional. Since the pan-integral covers the Sugeno integral, while the Shilkret integral, the previous related results for the Sugeno integral become special cases of the results presented here, in the meantime, some special results related the Shilkret integral are shown.
Let X be a non-empty set, A a σ-algebra of subsets of X. As usual the pair ( X , A ) denotes a measurable space. Denotes R + = [ 0 , + ∞ ) , R ¯ + = [ 0 , + ∞ ] . Unless stated otherwise, all subsets mentioned are supposed to belong to A .
Definition 1. ( [
1) μ ( ∅ ) = 0 and μ ( X ) > 0 ; (vanishing at ∅ )
2) ∀ P , Q ∈ A , P ⊂ Q implies μ ( P ) ≤ μ ( Q ) . (monotonicity)
When μ is a monotone measure, the triple ( X , A , μ ) is called a monotone measure space ( [
In many literature, a monotone measure is also known as “non-additive measure”, “capacity”, “fuzzy measure”, “non-additive measure” or “non-additive probability”, etc. (see [
In this paper we restrict our discussion on fixed measurable space ( X , A ) . Let M ( X , A ) the set of all monotone measures defined on ( X , A ) .
A monotone measure μ : A → R ¯ + is said to be: continuous from below [
Obviously, the subadditivity of μ implies the null-additivity, and the later implies weak null-additivity. The converse implications may not be true.
Definition 2 ( [
1) μ is absolutely continuous of Type I with respect to ν, denoted by μ ≪ I ν , iff μ ( A ) = 0 whenever ν ( A ) = 0 ;
2) μ is absolutely continuous of Type VI with respect to ν, denoted by μ ≪ V I ν , iff μ ( A n ) → 0 ( n → ∞ ) whenever ν ( A n ) → 0 ( n → ∞ ) .
Obviously, μ ≪ V I ν implies μ ≪ I ν . The inverse statement may not be true.
In [
Definition 3. A binary operation ⊕ on R ¯ + is called a pseudo-addition on R ¯ + if and only if it satisfies the following requirements:
(PA1) r ⊕ s = s ⊕ r ;
(PA2) ( r ⊕ s ) ⊕ t = r ⊕ ( s ⊕ t ) ;
(PA3) r ≤ s ⇒ r ⊕ t ≤ s ⊕ t for any t;
(PA4) r ⊕ 0 = r ;
(PA5) r n → r and s n → s ⇒ r n ⊕ s n → r ⊕ s .
From associativity (PA2), we may write r 1 ⊕ r 2 ⊕ ⋯ ⊕ r n as ⊕ i = 1 n r i , and denote ⊕ i = 1 ∞ r i = lim n → ∞ ⊕ i = 1 n r i .
Definition 4. A binary operation ⊗ on R ¯ + is called a pseudo-multiplication (with respect to pseudo-addition ⊕ ) on R ¯ + if and only if it fulfills the following conditions:
(PM1) r ⊗ s = s ⊗ r ;
(PM2) ( r ⊗ s ) ⊗ t = r ⊗ ( s ⊗ t ) ;
(PM3) r ⊗ ( s ⊕ t ) = ( r ⊗ s ) ⊕ ( r ⊗ t ) ;
(PM4) r ≤ s ⇒ r ⊗ t ≤ s ⊗ t for any t;
(PM5) r ⊗ s = 0 ⇔ r = 0 or s = 0 ;
(PM6) there exists e ∈ R ¯ + , which is called the unit element, such that e ⊗ r = r for any r ∈ R ¯ + ;
(PM7) r , s ∈ ( 0, + ∞ ) , r n → r and r n → r ⇒ r n ⊗ s n → r ⊗ s .
When ⊕ is a pseudo-addition on R ¯ + and ⊕ is a pseudo-multiplication (with respect to ⊕ ) on R ¯ + , the triple ( R ¯ + , ⊕ , ⊗ ) is called a commutative isotonic semiring on R ¯ + ( [
Next we recall the concept of pan-integral. F + ( X , A ) denotes the set of all finite nonnegative A -measurable functions on X. A finite partition of A ∈ A is a finite disjoint system of sets { A i } i = 1 n ⊂ A such that A i ∩ A j = ∅ for i ≠ j and ∪ i = 1 n A i = A .
Definition 5. ( [
∫ A ( ⊕ , ⊗ ) f d μ = s u p E ∈ P ^ { ⊕ E ∈ E [ ( i n f x ∈ A ∩ E f ( x ) ) ⊗ μ ( A ∩ E ) ] } , (3.1)
where P ^ is the set of all finite partitions of X.
When A = X , ∫ X ( ⊕ , ⊗ ) f d μ is written as ∫ ( ⊕ , ⊗ ) f d μ .
The pan-integral of f over A with respect to μ can be expressed by pan-simple functions, as follows:
∫ A ( ⊕ , ⊗ ) f d μ = sup { ⊕ i = 1 n ( λ i ⊗ μ ( A i ) ) : ⊕ i = 1 n ( λ i ⊗ χ A i ) ≤ f , λ i ≥ 0 , { A i } i = 1 n ∈ P ^ A } ,
where χ A is the pan-characteristic function of A, i.e.,
χ A ( x ) = { e if x ∈ A 0 otherwise ,
⊕ i = 1 n ( λ i ⊗ μ ( A i ) ) is pan-simple function ( [
Note. A related concept of generalized Lebesgue integral based on a generalized ring ( R ¯ + , ⊕ , ⊗ ) was proposed and discussed (see [
The following is some basic properties of the pan-integrals (see [
Proposition 6. Let f , g ∈ F + ( X , A ) and a ∈ R + . Then we have the following:
1) if μ ( A ) = 0 , then ∫ A ( ⊕ , ⊗ ) f d μ = 0 ;
2) if f = 0 a.e. [ μ ] on A, i.e., μ ( { f ≠ 0 } ∩ A ) = 0 , then ∫ A ( ⊕ , ⊗ ) f d μ = 0 . Further, if μ is continuous from below, then ∫ A ( ⊕ , ⊗ ) f d μ = 0 if and only if f = 0
a.e. [ μ ] on A;
3) ∫ A ( ⊕ , ⊗ ) f d μ = ∫ ( ⊕ , ⊗ ) f ⊗ χ A d μ ;
4) if f ≤ g , then ∫ A ( ⊕ , ⊗ ) f d μ ≤ ∫ A ( ⊕ , ⊗ ) g d μ ;
5) if A ⊂ B , then ∫ A ( ⊕ , ⊗ ) f d μ ≤ ∫ B ( ⊕ , ⊗ ) f d μ
6) ∫ ( ⊕ , ⊗ ) a ⊗ f d μ ≥ a ⊗ ∫ ( ⊕ , ⊗ ) f d μ . In particular, for A ∈ A ,
∫ ( ⊕ , ⊗ ) a ⊗ χ A d μ ≥ a ⊗ ∫ ( ⊕ , ⊗ ) χ A d μ .
The following is the Monotone Convergence Theorem of the pan-integral ( [
Proposition 7. Let μ be continuous from below, A ∈ A , f n , f ∈ F + ( X , A ) , n = 1,2, ⋯ . If f n ↗ f ( n → ∞ ) , then
∫ A ( ⊕ , ⊗ ) f d μ = l i m n → ∞ ∫ A ( ⊕ , ⊗ ) f n d μ .
Proposition 8. Let f , g ∈ F + ( X , A ) . We have the following:
1) ∫ ( ⊕ , ⊗ ) f d μ = ∫ { f > 0 } ( ⊕ , ⊗ ) f d μ , where { f > 0 } = { x ∈ X : f ( x ) > 0 } ;
2) If μ is null-additive and f = g a.e. [ μ ] on A, i.e., μ ( { f ≠ g } ∩ A ) = 0 , then
∫ A ( ⊕ , ⊗ ) f d μ = ∫ A ( ⊕ , ⊗ ) g d μ .
Proof. Noting that f = f ⊗ χ { f > 0 } , from Proposition 6 3), we can get 1).
2). Let A 1 = { x ∈ A , f ( x ) ≠ g ( x ) } , then μ ( A 1 ) = 0 and for any subset B of A we have μ ( B ) = μ ( B \ A 1 ) . Thus, for any ⊕ i = 1 n [ λ i ⊗ χ B i ] ≤ f ( x ) ⊗ χ A , ⊕ i = 1 n [ λ i ⊗ χ B i \ A 1 ] ≤ g ( x ) ⊗ χ A . Moreover,
∫ A ( ⊕ , ⊗ ) g d μ ≥ ⊕ i = 1 n [ λ i ⊗ μ ( B i \ A 1 ) ] = ⊕ i = 1 n [ λ i ⊗ μ ( B i ) ] ,
which implies that ∫ A ( ⊕ , ⊗ ) g d μ ≥ ∫ A ( ⊕ , ⊗ ) f d μ . In a similar way, we have ∫ A ( ⊕ , ⊗ ) f d μ ≥ ∫ A ( ⊕ , ⊗ ) g d μ , and thus 2) holds.
The following is three kinds of important nonlinear integrals [
The Choquet integral [
( C h ) ∫ f d μ = ∫ 0 ∞ μ ( { x : f ( x ) ≥ t } ) d t
where the right side integral is Riemann integral.
The Sugeno integral [
S ( u ) ∫ f d μ = s u p 0 ≤ t < + ∞ [ t ∧ μ ( { x : f ( x ) ≥ t } ) ]
The Shilkret integral [
( S h ) ∫ f d μ = sup 0 ≤ t < + ∞ [ t ⋅ μ ( { x : f ( x ) ≥ t } ) ]
For f ∈ F + ( X , A ) , if ( C h ) ∫ f d μ < ∞ (resp. ( S u ) ∫ f d μ < ∞ ), we say that f is Choquet integrable (resp. Sugeno integrable).
Note that in the case of commutative isotonic semiring ( R ¯ + , ∨ , ∧ ) , the Sugeno integral is recovered, while for ( R ¯ + , ∨ , ⋅ ) , the Shilkret integral is covered by the pan-integral in Definition 5, i.e.,
( S u ) ∫ f d μ = ∫ f d μ (3.2)
and
( S h ) ∫ f d μ = ∫ f d μ . (3.3)
Given a pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) and f ∈ F + ( X , A ) , we define a new set function λ f ( ⊕ , ⊗ ) by
λ f ( ⊕ , ⊗ ) ( A ) = ∫ A ( ⊕ , ⊗ ) f d μ , ∀ A ∈ A . (4.1)
From Definition 5 and Proposition 6 (v), we know that λ f ( ⊕ , ⊗ ) is a monotone measure on ( X , A ) , too, i.e., λ f ( ⊕ , ⊗ ) ∈ M ( X , A ) .
The new monotone measure λ f ( ⊕ , ⊗ ) is said to be monotone measure defined by pan-integral.
In the following we discuss some properties of λ f ( ⊕ , ⊗ ) on the given pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) . We denote i n f x ∈ X f ( x ) by α f .
Proposition 9. ( [
1) λ f ( ⊕ , ⊗ ) ( A ∪ B ) ≥ λ f ( ⊕ , ⊗ ) ( A ) ∨ λ f ( ⊕ , ⊗ ) ( B ) .
2) λ f ( ⊕ , ⊗ ) ( A ∩ B ) ≤ λ f ( ⊕ , ⊗ ) ( A ) ∧ λ f ( ⊕ , ⊗ ) ( B ) .
3) λ f ∨ g ( ⊕ , ⊗ ) ( A ) ≥ λ f ( ⊕ , ⊗ ) ( A ) ∨ λ g ( ⊕ , ⊗ ) ( A ) .
4) λ f ∧ g ( ⊕ , ⊗ ) ( A ) ≤ λ f ( ⊕ , ⊗ ) ( A ) ∧ λ g ( ⊕ , ⊗ ) ( A ) .
Proposition 10. We have the following:
1) λ f ( ⊕ , ⊗ ) ≪ I μ , i.e., ∀ A ∈ A ,
μ ( A ) = 0 implies λ f ( ⊕ , ⊗ ) ( A ) = 0. (4.2)
Furthermore, if α f > 0 , i.e., inf x ∈ X f ( x ) > 0 , then for any A ∈ A ,
μ ( A ) = 0 if and only if λ f ( ⊕ , ⊗ ) ( A ) = 0.
2) If α f > 0 , then μ ≪ V I λ f ( ⊕ , ⊗ ) , i.e., ∀ { A n } ⊂ A , as n → ∞ ,
λ f ( ⊕ , ⊗ ) ( A n ) → 0 implies μ ( A n ) → 0.
Proof. 1) From definition of the pan-integral, the (3.2) is obvious.
Let α f > 0 , then ∀ A ∈ A , if λ f ( ⊕ , ⊗ ) ( A ) = 0 , then
λ f ( ⊕ , ⊗ ) ( A ) = ∫ A ( ⊕ , ⊗ ) f d μ ≥ ∫ A ( ⊕ , ⊗ ) α f d μ ≥ α f ⊗ μ ( A ) .
Therefore α f ⊗ μ ( A ) = 0 , and noting that α f > 0 , we get μ ( A ) = 0 .
The proof of 2) is similar.
The following is an alternative statement of Proposition 6 2).
Proposition 11. Let μ be continuous from below and A ∈ A . Then f = 0 a.e. on A if and only if λ f ( ⊕ , ⊗ ) ( A ) = 0 .
Proposition 12. Let α f > 0 . If μ is null-additive, then so is λ f ( ⊕ , ⊗ ) .
Proof. For any A , B ∈ A and λ f ( ⊕ , ⊗ ) ( B ) = 0 , by Proposition 10 1), we have μ ( B ) = 0 . Noting that f χ A ∪ B = f χ A a.e. on X, from Proposition 6 3) and 8 2) we have
λ f ( ⊕ , ⊗ ) ( A ∪ B ) = ∫ A ∪ B ( ⊕ , ⊗ ) f d μ = ∫ ( ⊕ , ⊗ ) f χ A ∪ B d μ = ∫ ( ⊕ , ⊗ ) f χ A d μ = ∫ A ( ⊕ , ⊗ ) f d μ = λ f ( ⊕ , ⊗ ) ( A ) .
Similarly, we can get the following result.
Proposition 13. Let α f > 0 . If μ is weakly null-additive, then so is λ f ( ⊕ , ⊗ ) .
Proposition 14. If μ is continuous from below, then so is λ f ( ⊕ , ⊗ ) .
Proof. From Proposition 7, i.e., the Monotone Convergence Theorem of the pan-integral, and Proposition 6 3), we can obtain the desired conclusion.
We consider the Sugeno integral and Shilkret integral.
Proposition 15. 1) If μ is sub-additive, then so is λ f ( ∨ , ∧ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ∧ ) ( A ∪ B ) ≤ λ f ( ∨ , ∧ ) ( A ) + λ f ( ∨ , ∧ ) ( B ) ,
i.e.,
( S u ) ∫ A ∪ B f d μ ≤ ( S u ) ∫ A f d μ + ( S u ) ∫ B f d μ . (4.3)
2) If μ is sub-additive, then so is λ f ( ∨ , ⋅ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ⋅ ) ( A ∪ B ) ≤ λ f ( ∨ , ⋅ ) ( A ) + λ f ( ∨ , ⋅ ) ( B ) ,
i.e.,
( S h ) ∫ A ∪ B f d μ ≤ ( S h ) ∫ A f d μ + ( S h ) ∫ B f d μ . (4.4)
The following result was obtained in [
Proposition 16. We have the following:
1) If μ is Ú-additive (it is also called to be fuzzy additive, i.e., μ ( P ∪ Q ) = μ ( P ) ∨ μ ( Q ) for any P , Q ∈ A ), then so is λ f ( ∨ , ∧ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ∧ ) ( A ∪ B ) = λ f ( ∨ , ∧ ) ( A ) ∨ λ f ( ∨ , ∧ ) ( B ) ,
i.e.,
( S u ) ∫ A ∪ B f d μ = ( S u ) ∫ A f d μ ∨ ( S u ) ∫ B f d μ .
2) If μ is fuzzy multiplicative ( μ ( P ∩ Q ) = μ ( P ) ∧ μ ( Q ) for any P , Q ∈ A ), then so is λ f ( ∨ , ∧ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ∧ ) ( A ∩ B ) = λ f ( ∨ , ∧ ) ( A ) ∧ λ f ( ∨ , ∧ ) ( B ) ,
i.e.,
( S u ) ∫ A ∩ B f d μ = ( S u ) ∫ A f d μ ∧ ( S u ) ∫ B f d μ .
Similar to Proposition 16 we can get the following result for the Shilkret integral.
Proposition 17. We have the following:
1) If μ is Ú-additive, then so is λ f ( ∨ , ⋅ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ⋅ ) ( A ∪ B ) = λ f ( ∨ , ⋅ ) ( A ) ∨ λ f ( ∨ , ⋅ ) ( B ) ,
i.e.,
( S h ) ∫ A ∪ B f d μ = ( S h ) ∫ A f d μ ∨ ( S h ) ∫ B f d μ
2) If μ is fuzzy multiplicative, then so is λ f ( ∨ , ⋅ ) , that is, ∀ A , B ∈ A ,
λ f ( ∨ , ∧ ) ( A ∩ B ) = λ f ( ∨ , ⋅ ) ( A ) ∧ λ f ( ∨ , ⋅ ) ( B ) ,
i.e.,
( S h ) ∫ A ∩ B f d μ = ( S h ) ∫ A f d μ ∧ ( S h ) ∫ B f d μ .
Definition 18. Let μ ∈ M ( X , A ) , and ( X , A , μ , R ¯ + , ⊕ , ⊗ ) be a pan-space. The monotone measure μ is said to be
1) sub-Å-additive, if μ ( A ∪ B ) ≤ μ ( A ) ⊕ μ ( B ) whenever A , B ∈ A ;
2) super-Å-additive, if μ ( A ∪ B ) ≥ μ ( A ) ⊕ μ ( B ) whenever A , B ∈ A , A ∩ B = ∅ ;
3) Å-additive, if μ ( A ∪ B ) = μ ( A ) ⊕ μ ( B ) for any A , B ∈ A , A ∩ B = ∅ ;
4) σ-Å-additive, if for any disjoint sequence of sets { A n } ⊂ A ,
μ ( ∪ n = 1 ∞ A n ) = ⊕ n = 1 ∞ μ ( A n ) .
Proposition 19. Given the pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) and f ∈ F + ( X , A ) . If μ is sub-Å-additive, then so is λ f ( ⊕ , ⊗ ) .
Proof. For any A , B ∈ A , we assume that A ∩ B = ∅ without loss of generality. From Definition 5, we notice that μ is sub-Å-additive, thus
λ f ( ⊕ , ⊗ ) ( A ∪ B ) = ∫ A ∪ B ( ⊕ , ⊗ ) f d μ = s u p E ∈ P ^ { ⊕ E ∈ E [ ( i n f x ∈ ( A ∪ B ) ∩ E f ( x ) ) ⊗ μ ( ( A ∪ B ) ∩ E ) ] } ≤ s u p E ∈ P ^ { ⊕ E ∈ E [ ( i n f x ∈ ( A ∪ B ) ∩ E f ( x ) ) ⊗ ( μ ( A ∩ E ) ⊕ μ ( B ∩ E ) ) ] } ≤ s u p E ∈ P ^ { { ⊕ E ∈ E [ ( i n f x ∈ A ∩ E f ( x ) ) ⊗ μ ( A ∩ E ) ] } ⊕ { ⊕ E ∈ E [ ( i n f x ∈ B ∩ E f ( x ) ) ⊗ μ ( B ∩ E ) ] } } ≤ s u p E ∈ P ^ { ⊕ E ∈ E [ ( i n f x ∈ A ∩ E f ( x ) ) ⊗ μ ( A ∩ E ) ] } ⊕ s u p E ∈ P ^ { ⊕ E ∈ E [ ( i n f x ∈ B ∩ E f ( x ) ) ⊗ μ ( B ∩ E ) ] } = ∫ ( ⊕ , ⊗ ) f χ A d μ ⊕ ∫ ( ⊕ , ⊗ ) f χ B d μ = λ f ( ⊕ , ⊗ ) ( A ) ⊕ λ f ( ⊕ , ⊗ ) ( B ) .
The proof is complete.
We also have the following results (see [
Proposition 20. Given the pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) and f ∈ F + ( X , A ) .
1) If μ is Å-additive, then so is λ f ( ⊕ , ⊗ ) .
2) If μ is σ-Å-additive, then so is λ f ( ⊕ , ⊗ ) .
Given the pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) , the pan-integral
F ( ⊕ , ⊗ ) ( f ) = ∫ ( ⊕ , ⊗ ) f d μ , ∀ f ∈ F + ( X , A ) (4.5)
determines a monotone functional on F + ( X , A ) .
In the following we show that if μ is sub-Å-additive, then the monotone functional F ( ⊕ , ⊗ ) is super-Å-additive.
Proposition 21. Given the pan-space ( X , A , μ , R ¯ + , ⊕ , ⊗ ) . If μ is sub-Å-additive, then for any f , g ∈ F + ( X , A ) , it holds
F ( ⊕ , ⊗ ) ( f ⊕ g ) ≥ F ( ⊕ , ⊗ ) ( f ) ⊕ F ( ⊕ , ⊗ ) ( g ) , (4.6)
i.e.,
∫ ( ⊕ , ⊗ ) ( f ⊕ g ) d μ ≥ ∫ ( ⊕ , ⊗ ) f d μ ⊕ ∫ ( ⊕ , ⊗ ) g d μ . (4.7)
Proof: Let f , g ∈ F + ( X , A ) . For any
⊕ i = 1 r ( λ i ⊗ χ A i ) ≤ f and ⊕ j = 1 k ( δ j ⊗ χ B j ) ≤ g ,
where λ i ≥ 0 , δ j ≥ 0 , i = 1 , 2 , ⋯ , r , j = 1 , 2 , ⋯ , k , { A i } i = 1 r ∈ P ^ , { B j } j = 1 k ∈ P ^ , we have
( ⊕ i = 1 r ( λ i ⊗ χ A i ) ) ⊕ ( ⊕ j = 1 k ( δ j ⊗ χ B j ) ) ≤ f ⊕ g .
On the other hand,
⊕ i = 1 r { ⊕ j = 1 k ( ( λ i ⊕ δ j ) ⊗ χ A i ∩ B j ) } = ( ⊕ i = 1 r ( λ i ⊗ χ A i ) ) ⊕ ( ⊕ j = 1 k ( δ j ⊗ χ B j ) ) .
Noting that { A i ∩ B j : i = 1 , 2 , ⋯ , r , j = 1 , 2 , ⋯ , k } ∈ P ^ , it follows
⊕ i = 1 r ⊕ j = 1 k ( ( λ i ⊕ δ j ) ⊗ μ ( A i ∩ B j ) ) ≤ ∫ ( f ⊕ g ) d μ .
Since μ is sub-Å-additive, we have
( ⊕ i = 1 r ( λ i ⊗ μ ( A i ) ) ) ⊕ ( ⊕ j = 1 k ( λ j ⊗ μ ( B j ) ) ) ≤ { ⊕ i = 1 r ( λ i ⊗ ⊕ j = 1 k [ μ ( A i ∩ B j ) ] ) } ⊕ { ⊕ j = 1 k ( δ j ⊗ ⊕ i = 1 r [ μ ( A i ∩ B j ) ] ) } ≤ ⊕ i = 1 r ⊕ j = 1 k ( ( λ i ⊕ δ j ) ⊗ μ ( A i ∩ B j ) ) ≤ ∫ ( ⊕ , ⊗ ) ( f ⊕ g ) d μ .
Therefore,
∫ ( ⊕ , ⊗ ) f d μ ⊕ ∫ ( ⊕ , ⊗ ) g d μ ≤ ∫ ( ⊕ , ⊗ ) ( f ⊕ g ) d μ .
The proof is complete.
In the special case of the usual addition + and multiplication, the following results have been obtained in [
Proposition 22. Given the pan-space ( X , A , μ , R ¯ + , + , ⋅ ) and f ∈ F + ( X , A ) . If μ is subadditive, then so is λ f ( ⊕ , ⊗ ) , i.e., any A , B ∈ A ,
∫ A ∪ B ( + , ⋅ ) f d μ = ∫ A ( + , ⋅ ) f d μ + ∫ B ( + , ⋅ ) f d μ .
Proposition 23. Given the pan-space ( X , A , μ , R ¯ + , + , ⋅ ) If μ is subadditive, then for any f , g ∈ F + ( X , A ) , it holds
F ( + , ⋅ ) ( f + g ) = F ( + , ⋅ ) ( f ) + F ( + , ⋅ ) ( g ) , (4.8)
i.e.,
∫ ( + , ⋅ ) ( f + g ) d μ = ∫ ( + , ⋅ ) f d μ + ∫ ( + , ⋅ ) g d μ . (4.9)
We have discussed the monotone measures defined by the pan-integral (with respect to monotone measure μ and operations ( ⊕ , ⊗ ) ). As what has been discussed above, this construction inherited almost all desirable structural characteristics of the original monotone measure μ. They are continuity from below, Å-additivity, Å-subadditivity, null-additivity, weak null-additivity, etc. We have also shown that the pan-integral with respect to the subadditive monotone measure is monotone superadditive functional.
In general, monotone measures lose additivity, they appear to be much looser than the classical measures. Thus, it is quite difficult to develop a general theory of monotone measures and nonlinear integral without any additional condition. The concepts mentioned above replace additivity play important roles in generalized measure theory (see [
The concave integral is a type of important nonlinear integral (with respect to capacity) [
We point out that there are three important structural characteristics of monotone set function: strong order continuity [
Definition 24. ( [
Definition 25. ( [
μ ( ∩ k = 1 ∞ ∪ i = k ∞ A n i ) = 0.
Definition 26. ( [
A n ( k ) ↘ D n ( k → ∞ ) and μ ( ∪ n = 1 ∞ D n ) = 0,
there exist increasing sequences { k i } i ∈ ℕ and { n i } i ∈ ℕ of natural numbers, such that
lim j → + ∞ μ ( ∪ i = j ∞ A n i ( k i ) ) = 0.
We don’t know whether the monotone measure λ f ( ⊕ , ⊗ ) defined by the pan-integral with respect to monotone measure μ and operations ( ⊕ , ⊗ ) can inherit these three important structural characteristics of monotone measures (even in special cases of ( ∨ , ∧ ) or ( ∨ , ⋅ ) , it is not clear). We will further investigate these problems.
This research was partially supported by the National Natural Science Foundation of China (Grant No. 11571106).
Wang, P.P., Yu, M.H. and Li, J. (2018) Monotone Measures Defined by Pan-Integral. Advances in Pure Mathematics, 8, 535-547. https://doi.org/10.4236/apm.2018.86031