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A method for determining groups in nonparametric regression curves: Application to prefrontal cortex neural activity analysis


  • Generalized additive models provide a flexible and easily-interpretable method for uncovering a nonlinear relationship between response and covariates. In many situations, the effect of a continuous covariate on the response varies across groups defined by the levels of a categorical variable. When confronted with a considerable number of groups defined by the levels of the categorical variable and a factor‐by‐curve interaction is detected in the model, it then becomes important to compare these regression curves. When the null hypothesis of equality of curves is rejected, leading to the clear conclusion that at least one curve is different, we may assume that individuals can be grouped into a number of classes whose members all share the same regression function. We propose a method that allows determining such groups with an automatic selection of their number by means of bootstrapping. The validity and behavior of the proposed method were evaluated through simulation studies. The applicability of the proposed method is illustrated using real data from an experimental study in neurology.

    Citation: Javier Roca-Pardiñas, Celestino Ordóñez, Luís Meira Machado. A method for determining groups in nonparametric regression curves: Application to prefrontal cortex neural activity analysis[J]. Mathematical Biosciences and Engineering, 2022, 19(7): 6435-6454. doi: 10.3934/mbe.2022302

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  • Generalized additive models provide a flexible and easily-interpretable method for uncovering a nonlinear relationship between response and covariates. In many situations, the effect of a continuous covariate on the response varies across groups defined by the levels of a categorical variable. When confronted with a considerable number of groups defined by the levels of the categorical variable and a factor‐by‐curve interaction is detected in the model, it then becomes important to compare these regression curves. When the null hypothesis of equality of curves is rejected, leading to the clear conclusion that at least one curve is different, we may assume that individuals can be grouped into a number of classes whose members all share the same regression function. We propose a method that allows determining such groups with an automatic selection of their number by means of bootstrapping. The validity and behavior of the proposed method were evaluated through simulation studies. The applicability of the proposed method is illustrated using real data from an experimental study in neurology.



    In this paper, we use the notation Z (resp. N and R) to indicate the set of integers (resp. natural numbers and real numbers). Besides, since we will often use the name "Marcus-Wyse" in this paper, we will take the term "MW-" instead of "Marcus-Wyse", if there is no danger of ambiguity. Besides, Zo (resp. Ne) means the set of odd integers (resp. even natural numbers) and further, we will use the notation "" (resp. X) to denote a 'proper subset or equal' (resp. the cardinality of the given set X). The notation ":=" will be used to introduce a new notion or a terminology. In addition, let us denote a simple closed MW-curve with l elements by SClγ, 4lNe{6} (see Definition 2.1(3) in detail).

    Indeed, the well-known Jordan curve theorem on the 2-dimensional real space [1] has some limitations of dealing with digital objects on Z2 from the viewpoints of applied sciences such as digital topology and digital geometry. Thus, in relation to the establishment of several types of Jordan curve theorems in digital topological settings, there are many works including the papers [2,3,4,5,6,7,8,9,10,11,12]. In the literature, to do this work, digital graph theory [7,8,9] and several types of topologies have been used such as Khalimsky, Marcus-Wyse, Alexandroff topology, pretopology, and so on. However, given a certain topological space (Z2,T), the earlier works did not examine topological features of J and Z2J, where J is a simple closed digital curve in (Z2,T). Since both J and Z2J may not be either a closed or an open set in (Z2,T), we need to intensively study some topological features of both J and Z2J. Furthermore, with a certain topological space (Z2,T), since the number of the components of Z2J can be very important from the viewpoint of mathematics, we need to intensively investigate this topic. For instance, on the MW-topological plane, i.e., (Z2,γ), the present paper clearly shows that the number of the components of the complement of SClγ in (Z2,γ) depends on the situation. Besides, we also find that topological features of the sets SClγ and Z2SClγ are so related to the semi-closedness and semi-openness in (Z2,γ). In detail, see [13,14] or Section 3 in the present paper. Indeed, there are lots of works studying various properties of semi-closed and semi-open subsets of a topological space [13,14,15,16,17,18,19]. Based on this approach, the present paper will partially use these works.

    The aim of the present paper is initially to propose the semi-Jordan curve theorem on the digital plane with the MW-topology (or (Z2,γ)) because it has something quite independent from the earlier results in the literature including the papers [3,4,6,8,9,11,12]. To propose this theorem and support some utilities, we will mainly deal with the following topics.

    Examination of many types of SClγ with respect to the semi-closedness and semi-openness in (Z2,γ).

    Establishment of a method for making a continuous analog of SClγ and an investigation of some topological features of A(SClγ) with respect to the semi-openness and semi-closedness in (R2,U), where (R2,U) is the 2-dimensional real space with the usual topology.

    Given an SClγ, l4, how to separate (R2,U) in terms of A(SClγ) ?

    Assume the two subspaces (X,γX) and (Y,γY) that are MW-homeomorphic to SClγ. Then we will examine if the number of the components of R2A(X) is equal to that of R2A(Y). Besides, we strongly need to further compare the number of the components of Z2X and that of Z2Y.

    Given an SClγ, we need to examine if the number of the components of Z2SClγ is a topological invariant.

    Under what condition, does SClγ separate (Z2,γ) into exactly two components?

    Development of the semi-Jordan curve theorem on the MW-topological plane. Besides, given an SClγ, we investigate how to separate (Z2,γ) with respect to the semi-Jordan curve theorem.

    Investigation of some properties of many kinds of SClγ relating to the semi-Jordan curve theorem.

    After addressing these topics with a success, we can confirm that the semi-Jordan curve theorem has strong advantages and some utilities compared with the earlier works in the literature because it does not have any paradox raised in the Rosenfeld's approach and further, it proceeds with the topological structures, which makes a distinction from the Rosenfeld's approach.

    This paper is organized as follows: Section 2 provides some basic notions related to the digital k-connectivity on Z2 and the MW-topology. Section 3 studies some tools discriminating between semi-open and semi-closed sets in (Z2,γ) and further, investigates various properties of semi-closed or semi-open subsets in (Z2,γ). In Section 4, after examining if a simple closed MW-curve is semi-open and semi-closed in (Z2,γ), we prove the semi-openness of each SClγ and further, the semi-closedness of it is related to the number of l. Section 5 suggests a method for establishing a continuous analog of an SClγ denoted by A(SClγ) by using the local rule in [20,21] considered on R2. Besides, we find some conditions for A(SClγ) to separate (R2,U) into exactly two components, compared to the typical Jordan curve theorem in (R2,U) that is the 2-dimensional real plane. Furthermore, we prove that A(SClγ) is both a semi-open and a semi-closed subset of (R2,U). Meanwhile, every semi-closed SClγ,l4, is proved to separate (Z2,γ) into many semi-open components whose number depends on the number l of SClγ. Section 6 proposes the semi-Jordan curve theorem on the MW-topological plane. Besides, a semi-open SClγ is also proved to separate (Z2,γ) into semi-closed or semi-open components whose number depends on the situation. More precisely, after proving that SClγ separates (Z2,γ) into many semi-closed or semi-open components depending on the situation, we find a condition for SClγ to separate (Z2,γ) into exactly two components. Besides, given two simple closed MW-curve with l elements X and Y, we first prove that the number of components of Xc need not be equal to that of Yc. Section 7 refers to some advantages and utilities of MW-topological structure and the semi-Jordan curve theorem on (Z2,γ). Section 8 concludes the paper with summary and a further work.

    To study digital objects in Z2, many basic notations will be used such as a digital 4- and 8-neighborhood of a point pZ2 [7,8], as follows:

    Based on the digital 4- and 8-connectivity in [7,8,22], for a point p=(x,y)Z2, the following notations will be often used later [7,8].

    {N4(p)={(x±1,y),p,(x,y±1)}N8(p)={(x±1,y),p,(x,y±1),(x±1,y±1)}}

    which is respectively called the 4-neighborhood and 8-neighborhood of a point p.

    Then we recall that distinct points p,qZ2 are 4-(resp. 8-)adjacent if and only if pN4(q){q} (resp. pN8(q){q}) or qN4(p){p} (resp. qN8(p){p}) [7,8].

    We now recall an Alexandroff topological structure using the study of some properties of MW-topological spaces. More precisely, a topological space (X,T) is called an Alexandroff space if every point xX has the smallest open neighborhood in (X,T) [24]. As an Alexandroff topological space [24,25], the Marcus-Wyse topological space, denoted by (Z2,γ), was established and there are many studies including the papers [5,6,26]. Indeed, the MW-topology, denoted by (Z2,γ), is generated by the set of all U(p) in (2.2) below, i.e., {U(p)|pZ2}, as a base [27], where for each point p=(x,y)Z2

    U(p):={N4(p) if x+y is even, and {p}: else. } (2.2)

    In the paper we call a point p=(x1,x2) doubly even if x1+x2 is an even number such that each xi is even, i{1,2}; even if x1+x2 is an even number such that each xi is odd, i{1,2}; and odd if x1+x2 is an odd number [12].

    In all subspaces of (Z2,γ) of Figures 17 the symbols and mean a doubly even point or even point and an odd point, respectively. In view of (2.2), we can obviously obtain the following: Under (Z2,γ), the singleton {} is a closed set and {} is an open set. Besides, for a subset XZ2, the subspace induced by (Z2,γ) is obtained, denoted by (X,γX) and called an MW-topological space. Hereinafter, for our purpose, we will use the notations

    {(Z2)e:={pZ2p is a doubly even or even point in Z2}, and (Z2)o:={pZ2p is an odd point in Z2}} (2.3)
    Figure 1.  Examples of several types of SClγ, where l{4,8,10,12}. Namely, (1) SC4γ is both semi-open and semi-closed in (Z2,γ). (2) As for SC8γ, while the object of (a) is not semi-closed but semi-open, the object of (b) is both semi-closed and semi-open in (Z2,γ). (3) As for SC10γ, the objects of (a) and (b) are both semi-open and semi-closed in (Z2,γ). (4) As for SC12γ, while the object of (a) is not semi-closed but semi-open, each of (b)–(d) is both semi-open and semi-closed in (Z2,γ).
    Figure 2.  In (Z2,γ), consider the SC12γ in Figure 2(a). As shown in Figure 2(b), owing to the two points p1,p2 in Z2SC12γ in Figure 2(a), we conclude that SC12γ is not semi-closed in (Z2,γ) because Int(Cl(SC12γ))SC12γ (see the points p1 and p2 in (b)). However, we obtain SC12γCl(Int(SC12γ)) that implies the semi-openness of SC12γ.
    Figure 3.  Configurations of Ap(R2),pZ2 in Definition 5.1, according to the point pZ2 as stated in (5.1), where the point p of (1) is a doubly even point, the point p of (2) is an even point, and each of the points p of (3) and (4) is an odd point.
    Figure 4.  Given several types of SClγ, configuration of A(SClγ) according to the given SClγ,l{4,8,10,12} mentioned in Proposition 5.6. More precisely, (1) SC4γA(SC4γ) (2) SC8γA(SC8γ) (3) SC10γA(SC10γ) (4) Two types of processes for obtaining A(SC12γ) from the non-semi-closed SC12γ of (a) and the semi-closed SC12γ of (c) (5) SC12γA(SC12γ).
    Figure 5.  Assume the two types of SC18γ in (a) and (c) in Example 5.2. The set in (b) is the set A(SC18γ) obtained from the object of (a) and the set A(SC18γ) in (d) is derived from the object of (c).
    Figure 6.  In (Z2,γ), based on the non-satisfaction of the property of (5.2) of SC42γ, there are some difficulties in establishing I(SC42γ).
    Figure 7.  In (Z2,γ), (1) based on the SC38γ:=(di)i[0,37]Z satisfying the property of (5.2), Z2SC38γ has four non-empty components which implies that I(SC38γ)=C(q1)C(q2) and O(SC38γ)=C(q3)C(q4) such that C(q1)C(q2)= and C(q3)C(q4)=, where C(q4)=Z2(I(SC38γ)C(q3)SC38γ) and each of C(qi),i[1,4]Z, is not an empty set. (2) Based on the SC28γ:=(ci)i[0,27]Z in Figure 7(2), Z2SC28γ indeed has three components. However, since it does not satisfy the property of (5.2), both I(SC28γ) and O(SC28γ) are not considered.

    In terms of this perspective, it turns out that the minimal (open) neighborhood of the point p:=(p1,p2) of Z2, denoted by SNγ(p)Z2, is obtained, as follows [26,28]:

    SNγ(p)={{p} if p(Z2)o, and N4(p) if p(Z2)e} (2.4)

    Hereinafter, in (X,γX), for pX we use the notation SNγ(p):=SNγ(p)X for short if there is no danger of ambiguity. Using the smallest open set of (2.4), the notion of an MW-adjacency in (Z2,γ) is defined, as follows: For distinct points p,q in (Z2,γ), we say that p is MW-adjacent to q [26] if

    pSNγ(p)orqSNγ(q)

    In view of the properties of (2.2) and (2.4), we obviously obtain the following:

    Based on the structure of (2.4), for a point p:=(p1,p2) of Z2, the closure of the singleton {p} is denoted by Clγ{p})Z2 as follows [26]:

    Clγ({p})={{p} if p(Z2)e, and N4(p) if p(Z2)o.} (2.5)

    Hereinafter, in relation to the study of MW-topological spaces, we will use the term Cl for brevity instead of Clγ if there is no danger of confusion.

    Definition 2.1. [26] Let X:=(X,γX) be an MW-topological space. Then we define the following:

    (1) An MW-path from x to y in X is defined as a sequence (pi)i[0,l]ZX,lN, in X such that p0=x, pl=y and each point pi is MW-adjacent to pi+1 and i[0,l1]Z. The number l is the length of this path. In particular, a singleton in (Z2,γ) is assumed to be an MW-path.

    (2) Distinct points x,yX are called MW-path connected if there is a finite MW-path (pi)i[0,m]Z on X with p0=x and pm=y. For arbitrary points x,yX, if there is an MW-path (pi)i[0,m]ZX such that p0=x and pm=y, then we say that X is MW-path connected (or MW-connected).

    (3) A simple closed MW-curve (resp. simple MW-path) with l elements in X means a finite MW-path (pi)i[0,l1]Z, 4lNe{6} in Z2 such that the points pi and pj are MW-adjacent if and only if |ij|=±1(modl) (resp. |ij|=1). Then we use the notation SClγ to denote a simple closed MW-curve with l elements.

    As for some properties of SClγ, it is clear that SCl1γ is MW-homeomorphic to SCl2γ if and only if l1=l2 [26].

    This section first recalls the concepts of a semi-open and a semi-closed set. Namely, a subset A of a topological space (X,T) is said to be semi-open if there is an open set O in (X,T) such that OACl(O). Besides, we say that a subset B of a topological space (X,T) is semi-closed if the complement of B in X, i.e., Bc, is semi-open in (X,T). Then it turns out that a subset A of (X,T) is semi-open if and only if ACl(Int(A)) [13] and a subset B of (X,T) is semi-closed if and only if Int(Cl(B))B [29]. Hence, in (X,T), it is clear that each of the empty set and the total set is both semi-open and semi-closed. Besides, "open" (resp. "closed") is stronger than "semi-open" (resp. "semi-closed"). The notions of semi-openness and semi-closedness enable us to get the following [13,19,31]:

    (1) The intersection of two semi-open sets need not be semi-open.

    (2) The union of two semi-closed sets need not be semi-closed.

    (3) The union of two semi-open sets is semi-open.

    (4) The intersection of two semi-closed sets is semi-closed.

    Remark 3.1. [30,31] In (Z2,γ), the following are obtained:

    (1) The singleton {p} is both semi-closed and semi-open, where p(Z2)o. Namely, Z2{p} is both semi-closed and semi-open, where p(Z2)o.

    (2) The singleton {q} is not semi-open but semi-closed, where q(Z2)e. Namely, Z2{q} is semi-open, where q(Z2)e.

    Let us further establish some techniques to examine if a set in (Z2,γ) is semi-open or semi-closed. In (Z2,γ), for a set XZ2, we will take the following notation [31].

    Xop:={x|xis an odd point inX}. (3.1)

    Besides, the topological structure of (Z2,γ) enables us to get the following [31]:

    Remark 3.2 [31] In (Z2,γ), we have the following:

    (1) For x,yZ2, xSNγ(y) if and only if yCl(x), i.e., yClγ(x)(see the properties of (2.4) and (2.5) in the present paper).

    (2) If X is an open set in (Z2,γ), then there is at least an odd point x in X (see the property of (2.3)).

    (3) The set Xop of (3.1) is an open set in (Z2,γ).

    Given a set X in (Z2,γ), to further examine if the set X is semi-open or semi-closed in (Z2,γ), we now introduce the following two theorems that will be strongly used in discriminating against subsets based on the semi-openness and semi-closedness of the MW-topological space.

    Theorem 3.3. [31] In (Z2,γ), a (non-empty) set X(Z2) is semi-open if and only if each xX, SNγ(x)Xop, where SNγ(x) is assumed in (Z2,γ).

    Since this theorem strongly plays an important role in studying many results in the present paper, to make Theorem 3.3 self-contained, we suggest a proof briefly, as follows: In case X=, the proof is straightforward. Let us assume that X is not an empty set.

    () According to the choice of a point xX, we can consider the following two cases.

    (Case 1) Assume that x(X) is an odd point. From the hypothesis, we have xXCl(Int(X)) so that we obtain

    SNγ(x)Int(X). (3.2)

    Since SNγ(x)={x}, we obtain xInt(X) and further, xXop. Hence, owing to (3.2), we have SNγ(x)Xop.

    (Case 2) Assume that xX is a doubly even or even point. Owing to the hypothesis, we obtain xCl(Int(X)) that leads to the following property as mentioned in (3.2).

    SNγ(x)Int(X).

    Since SNγ(x)Int(X) is a non-empty open set in (Z2,γ), by Remark 3.2(2), we now take an odd point z in (Z2,γ) such that

    zSNγ(x)Int(X). (3.3)

    By the property of (3.3), since zInt(X)X, we have zXop (see Remark 3.2(2)) so that zSNγ(x)Xop. In addition, we see that the point z is indeed MW-adjacent to x.

    () According to the choice of a point xX, we can consider the following two cases.

    (Case 1) For an arbitrary point xX, assume that x is an odd point in (Z2,γ). Since {x}=SNγ(x), owing to the hypothesis of SNγ(x)Xop, we have xXop, i.e., {x}Xop. Furthermore, owing to the identity SNγ(x)={x}, by Remark 3.2(3), it is clear that

    xXop{x}Int(X)xCl(Int(X)). (3.4)

    (Case 2) For an arbitrary point xX, assume that x is a doubly even or even point in (Z2,γ). Owing to the hypothesis, since SNγ(x)Xop, by Remark 3.2(2) and (3), there is an odd point z in (Z2,γ) such that zSNγ(x)Xop because SNγ(x)Xop is an open set in (Z2,γ). Hence we get zSNγ(x), by Remark 3.2(1), we have

    xCl({z})Cl(Int(X))xCl(Int(X)). (3.5)

    Owing to both (3.4) and (3.5), we obtain XCl(Int(X)) which prove the assertion.

    Owing to the notion of semi-closedness, using Theorem 3.4, we obtain the following:

    Theorem 3.4. [31] In (Z2,γ), B(Z2) is semi-closed if and only if each xZ2B, SNγ(x)(Z2B)op, where SNγ(x) is assumed in (Z2,γ).

    As examples for Theorems 3.3 and 3.4, see the cases referred to in Remark 3.1(1)–(3).

    In view of Theorems 3.3 and 3.4, we have the following:

    Remark 3.5. In (Z2,γ), assume a connected subset X with X2. Then it is semi-open and it may not be semi-closed.

    To classify all types of SClγ with respect to the semi-openness and semi-closedness, based on the topological features of SClγ, it suffices to consider the only case of l{2m|mN{1,3}} because no SC6γ exists. Hereinafter, when studying semi-topological features of a set XZ2, we assume that the set X is considered in (Z2,γ).

    Theorem 4.1. Given an SClγ, 4lNe{6}, the semi-topological features of SClγ in (Z2,γ) are determined according to the number l, as follows:

    (1) SClγ is always semi-open for any l, where l{2m|mN{1,3}}.

    (2) SClγ is always both semi-open and semi-closed whenever l{4,10}.

    Proof: (1) Given an SClγ:=(xi)i[0,l1]Z, take any element xiSClγ. Then SNγ(xi) in (Z2,γ) has the following property,

    SNγ(xi)(SClγ)op.

    By Theorem 3.3, we conclude that SClγ is semi-open in (Z2,γ).

    (2) (2-1) In the case of SC4γ, let Y:=Z2SC4γ. Then, for any pY we have

    SNγ(p)(Y)op,

    which implies that Y is semi-open in (Z2,γ) (see Theorem 3.3). Hence SC4γ is semi-closed in (Z2,γ). Also, using a method similar to the proof of (1), it is clear that SC4γ is semi-open in (Z2,γ).

    (2-2) In the case of SC10γ (see the objects in Figure 1(3)(a), (b)), let W:=Z2SC10γ. Using a method similar to the proof of (2-1) above, by Theorems 3.3 and 3.4, we prove that SC10γ is both semi-open and semi-closed in (Z2,γ).

    Remark 4.2. In the case of l{4,10}, SClγ may not be semi-closed. The semi-closedness of SClγ depends on the situation.

    Proof: In the case of SClγ, where l{4,10}, the semi-closedness of SClγ depends on the situation. More precisely, given an SClγ:=(xi)i[0,l1]Z, l{4,10}, assume that SClγ does not have the subsequence

    X1:=(xt3(modl),xt1(modl),xt+1(modl),xt+3(modl))

    whose each element is an odd point (i.e., X1SClγ(Z2)o) and X1N4(x),xZ2SClγ. Then, by Theorem 3.4, SClγ is semi-closed. For instance, since no SC6γ exists, it suffices to mention that SClγ, l{4,10}, is semi-closed depending on the situation. As suggested in Figure 1(2), while the object SC8γ of (a) is not semi-closed (see Theorem 3.4) but semi-open, the object of (b) is both semi-closed and semi-open.

    In view of Theorem 4.1, we obtain the following:

    Proposition 4.3. There are two types of SClγ,l{4,10}, with respect to the semi-closedness.

    Proof: Using Theorems 3.3 and 3.4, we prove the assertion. As mentioned in the proof of Theorem 4.1, we need to consider the following two cases:

    (Case 1) Assume an SClγ:=(xi)i[0,l1]Z,l{4,10}, such that SClγ does not have the subsequence

    X1:=(xt3(modl),xt1(modl),xt+1(modl),xt+3(modl)) (4.1)

    whose each element is an odd point and X1N4(x),xZ2SClγ. Then, by Theorem 3.4, SClγ is semi-closed.

    (Case 2) Assume an SClγ:=(xi)i[0,l1]Z,l{4,10}, in which there is the subsequence X1 of (4.1) whose each element is an odd point and X1N4(x),xZ2SClγ. Then, by Theorem 3.4, SClγ is not semi-closed but only semi-open owing to Theorem 3.3. For instance, since SC12γ in Figure 2(a) does not satisfy the condition of Theorem 3.4, it is not semi-closed in (Z2,γ) (see the points p1:=(0,0),p2:=(1,1) in Z2SC12γ as in Figure 2(b)).

    Example 4.1. In Figure 1, some examples for several types of SClγ are shown for l{4,8,10,12}. In view of Theorems 3.3, 3.4 and 4.1, and Proposition 4.3, we obtain the following:

    (1) SC4γ in Figure 1 is both semi-open and semi-closed.

    (2) As for the SC8γ in Figure 1(2), the object of (a) is semi-open instead of semi-closed because it satisfies only the condition of Theorem 3.3 instead of that of Theorem 3.4. However, the object of (b) is both semi-open and semi-closed (see also Theorems 3.3 and 3.4).

    (3) As for the SC10γ in Figure 1(3), each of (a) and (b) is both semi-open and semi-closed (see Theorems 3.3 and 3.4).

    (4) As for the SC12γ in Figure 1(4), the object of (a) is semi-open instead of semi-closed because it satisfies only the condition of Theorem 3.3 instead of that of Theorem 3.4. To be specific, based on an SC12γ in Figure 2(a), consider the object in Figure 2(b). Since the set Cl(SC12γ) contains the open sets N4(pi)=SNγ(pi),i{1,2}, p1=(0,0) and p2=(1,1), so that Int(Cl(SC12γ))SC12γ, which implies the non-semi-closedness of SC12γ (see the proof of Proposition 4.3). However, the object of Figure 1(4)(b) is both semi-open and semi-closed.

    This section introduces a method for establishing a continuous analog of an object on Z2 with respect to the MW-topology. The local rule introduced in Definition 5.1 below will be used in this work and has been widely used in digitization and digital-based rough set theory [20].

    Definition 5.1. [20] For each point p:=(p1,p2)Z2, the continuous analog of the given point pZ2 with respect to the MW-topology, denoted by Ap, is defined by:

    Ap={[p10.5,p1+0.5]×[p20.5,p2+0.5],if  p  is  a  doubly  even  point  (see  Figure3(1));[p10.5,p1+0.5]×[p20.5,p2+0.5]{q1,q2,q3,q4},where  qi,i[1,4]Zsuch  that  q1=(p10.5,p20.5),q2=(p10.5,p2+0.5),q3=(p1+0.5,p2+0.5),q4=(p1+0.5,p20.5),if  p  is  an  even  point  (see  Figure3(2));and(p10.5,p1+0.5)×(p20.5,p2+0.5),if  p  is  an  odd  point  (see  Figure3(3)(4)).} (5.1)

    Hereinafter, we assume the set Ap to be a subspace of (R2,U). Using the local rule around a point pZ2 as in Definition 5.1, we define the following:

    Definition 5.2. A continuous analog of X(Z2) is defined as

    A(X)=pXAp by taking the following way.

    {A:P(Z2)P(R2)forX(Z2)defined  byA(X):=pXAp.}

    Then we assume A(X) to be (A(X),UA(X)) as a subspace of (R2,U).

    In particular, the set A(Z2) is defined as A(Z2)=pZ2Ap=R2 by taking the following way.

    Z2A(Z2):=pZ2Ap=R2.

    Then we assume A(Z2) to be (A(Z2),U), i.e., (A(Z2),U)=(R2,U).

    Remark 5.3. The operator A need not preserve an M-homeomorphism into a homeomorphism in (R2,U).

    Definitions 5.1 and 5.2 enable us to get the following:

    Lemma 5.4. (1) In case X is a connected subset of (Z2,γ), A(X) is also a connected subset of (R2,U).

    (2) In case Y is a disconnected subset of (Z2,γ), A(Y) may not be a disconnected subset of (R2,U). Namely, the connectedness of A(Y) in (R2,U) depends on the situation.

    Proof: (1) Given a connected subset X of (Z2,γ), we obtain A(X)=pXAp that is a connected subset of (R2,U) (see Definition 5.1).

    (2) As an example, consider the set {p,q}, where p,q(Z2)e,pq, and qN8(p). While the set {p,q} is a disconnected subset of (Z2,γ), A({p,q})=ApAq is a connected subset of (R2,U) (see Definition 5.1). For instance, in Figure 4(1), consider the two points p:=(0,0) and q:=(1,1) in SC4γ. Then the set {p,q} supports the assertion.

    Theorem 5.5. Given an SClγ, A(SClγ) is both semi-open and semi-closed in (R2,U).

    Proof: Since A(SClγ)Cl(Int(A(SClγ))), the proof of the semi-openness of A(SClγ) is completed.

    Besides, since we obtain Int(Cl(A(SClγ))A(SClγ), the proof of the semi-closedness of A(SClγ) is also completed.

    To support Theorem 5.5, we can suggest the following examples. The set A(SC4γ) is both semi-open and semi-closed in (R2,U). Similarly, each of the sets A(SC8γ) and A(SC10γ) is also both semi-open and semi-closed in (R2,U).

    Proposition 5.6. Given an SClγ, we obtain the following:

    (1) In the case of SC4γ, A(SC4γ) does not separates (R2,U) into two non-empty components. Namely, R2A(SC4γ) has the only one non-empty component.

    (2) In the case of SClγ,l{8,10}, A(SClγ) separates (R2,U) into exactly two non-empty components.

    (3) For any l of SClγ,l{4,8,10}, A(SClγ) separates (R2,U) into more than or equal to two non-empty components.

    Proof: (1) Given an SC4γ, we obtain A(SC4γ)=pSC4γAp as shown in Figure 4(1)(b) that is a subspace of (R2,U), where A(SC4γ) is both semi-open and semi-closed in (R2,U) (see Figure 4(1)(a), (b)). Then it is clear that A(SC4γ) does not separate (R2,U) into two nonempty components.

    (2) In the case of l{8,10}, we obtain A(SClγ) as a subspace of (R2,U) whose complement of A(SClγ) in R2 consists of only two non-empty components. See the process of obtaining A(SC8γ) in Figure 4(2) from (a) to (b) and (c) to (d).

    (3) For any l of SClγ,l{4,8,10}, A(SClγ) separates (R2,U) to obtain that R2A(SClγ) has more than or equal to two non-empty components. For instance, as shown in each of the objects SC12γ in Figure 4(4)(a), (b), we see that R2A(SC12γ) has only two non-empty components.

    Meanwhile, as for the SC12γ as in Figure 4(c) and SC18γ in Figure 5(a), each of R2A(SC12γ) and R2A(SC18γ) has more than two components. To be specific, we need to strongly recognize that the set R2A(SC12γ) of Figure 4(4)(b) has only two components, i.e., we have C(p1)=C(p2), where C(pi) means the component containing the given point pi in (R2,U), i{1,2}. Similarly, R2A(SC18γ) of Figure 5(d) has only two components. However, as shown in Figure 4(4) from (c) to (d), we see that R2A(SC12γ) has three disjoint non-empty components such as

    C(q1),C(q2),andR2(C(q1)C(q2)A(SC12γ)).

    Example 5.1. (1) Given the SC4γ in Figure 4(1)(a), A(SC4γ) is obtained as in Figure 4(1)(b).

    (2) Given the SC8γ in Figure 4(2)(a), A(SC8γ) is obtained as in Figure 4(2)(b) which leads that A(SC8γ) separates (R2,U) into two components.

    (3) Given the SC10γ in Figure 4(3)(a), A(SC10γ) is obtained as in Figure 4(3)(b).

    (4) Consider the SC12γ in Figure 4(4)(a), A(SC12γ) is obtained as in Figure 4(4)(b). Note that in Figure 4(4)(b) the set Ap1Ap2 is connected in (R2,U).

    However, as for the SC12γ in Figure 4(4)(c), we see R2A(SC12γ) has three non-empty components because Cq1Cq2 as in Figure 4(4)(c), (d), where q1=(1,0) and q2=(2,1) (see Definition 5.1).

    (5) Given the SC12γ in Figure 4(5)(a), A(SC12γ) is obtained, as in Figure 4(5)(b) to show that A(SC12γ) separate (R2,U) into exactly two disjoint components.

    In view of Proposition 5.6, we have the following query.

    Under what condition, does R2A(SClγ) have exactly two non-empty components?

    Theorem 5.7. Assume an SClγ:=(di)i[0,l1]Z,l4, satisfying the following property:

    {There are no distinct elementsdt1,dt2inSClγ(Z2)esuch thatdt2N8(dt1)andCon(dt1){dt2}=,whereCon(dt1)is the connected maximal subset ofN8(dt1)SClγcontaining the pointdt1.} (5.2)

    (1) Then A(SClγ) separates (R2,U) into exactly two components in (R2,U) that are both semi-open and semi-closed.

    (2) One of the components of R2A(SClγ) is bounded and the other is unbounded in R2.

    Before proving the assertion, we need to recognize that the hypothesis requires that SClγ always satisfies the property of (5.2). In particular, we need to focus on the part "SClγ(Z2)e" of (5.2).

    Proof: Owing to the hypothesis, assume an SClγ:=(di)i[0,l1]Z,l4, that does not contain the subset

    X1:={dt1,dt2}(SClγ(Z2)e) (5.3)

    having the following property:

    dt2N8(dt1)andCon(dt1){dt2}=,

    where Con(dt1) is the connected maximal subset of N8(dt1)SClγ containing the point dt1. Then, owing to the notion of (5.1) and the features of SClγ, A(SClγ) separates (R2,U) into exactly two both semi-open and semi-closed components in (R2,U).

    For instance, consider the case of SC12γ given in Figure 4(4)(a). Then we obtain A(SC12γ) to separate (R2,U) into exactly two both semi-open and semi-closed components in (R2,U). More precisely, as in Figure 4(4)(a), (b), owing to the property of (5.1), the set Ap1Ap2 is a connected subset of (R2,U).

    Meanwhile, without the hypothesis, we can consider the following case. Assume an SClγ:=(di)i[0,l1]Z,l4, in which there is a subset X1(SClγ(Z2)e) of (5.3) such that dt2N8(dt1) and Con(dt1){dt2}=. To be specific, see the two points r1 and r2 in Figure 5(a). Then, A(SClγ) does not separate (R2,U) into exactly two both semi-open and semi-closed components in (R2,U). As another example, see the objects in Figure 4(4)(c), (d). To be specific, in Figure 4(4)(c), (d), the set Aq1 is not connected with Aq2 (see the property of (5.1)).

    (2) With the hypothesis, it is clear that one of the components of R2A(SClγ) is bounded and the other is unbounded in R2.

    Example 5.2. Consider the object SC18γ in Figure 5(c). Then we observe that the SC18γ of Figure 5(c) satisfies the property of (5.2) and A(SC18γ) separates (R2,U) into exactly two components such as

    C(q1)andR2(C(q1)A(SC18γ))

    because C(q1)=C(q2)=C(q3)=C(q4) in R2A(SC18γ) of Figure 5(d).

    Theorem 5.8. Assume the subspaces (X,γX) and (Y,γY) that are MW-homeomorphic to SClγ. Then the number of the components of R2A(X) need not be equal to that of R2A(Y).

    Proof: It suffices to prove it by suggesting a counterexample. Given the two types of SC18γ as in Figure 5(a), (c), we obtain the corresponding two types of A(SC18γ) as in Figure 5(b), (d).

    For our purpose, let A1 (resp. A2) be the set R2A(SC18γ), where SC18γ is the object in Figure 5(a) (resp. Figure 5(c)). Then it is clear that A1 has four components and A2 has the only two components as in Figure 5(b), (d).

    Remark 5.9. The number the components of R2A(SClγ) need not be equal to that of Z2SClγ.

    Proof: As a counterexample, see the objects in Figure 5(c), (d). As shown in Figure 5(c), consider the given SC18γ in Figure 5(c). While Z2SC18γ has four components as in Figure 5(c) in (Z2,γ) such as

    C(qi)={qi},i{1,2},C(q3)={q3,q4},andZ2(i[1,3]ZC(qi)SC18γ),

    the set R2A(SC18γ) has exactly two components as in Figure 5(d) because C(q1)=C(q2)=C(q3) as the subspaces of (R2,U), i.e., C(q1) is connected with C(q2) and C(q2) is also connected with C(q3). To be specific, see the cases of SC18γ in Figure 5(c) and A(SC18γ) in Figure 5(d) stated in Example 5.2, which completes the proof.

    Lemma 5.10. Assume an SClγ:=(di)i[0,l1]Z,l{4,8,10}. Then the number of the components of R2A(SClγ) in (R2,U) is equal to that of Z2SClγ in (Z2,γ).

    Proof: (Case 1) Consider an SC4γ:=(di)i[0,3]Z. As proved in Proposition 5.6, R2A(SC4γ) in (R2,U) has one component. Besides, Z2SC4γ also has one component in (Z2,γ).

    (Case 2) Consider an SC8γ:=(di)i[0,7]Z. As proved in Proposition 5.6, R2A(SC8γ) in (R2,U) has exactly two components. Besides, Z2SC8γ also has exactly two components in (Z2,γ).

    (Case 3) Consider an SC10γ:=(di)i[0,9]Z. As proved in Proposition 5.6, R2A(SC10γ) in (R2,U) has exactly two components. Besides, Z2SC10γ also has exactly two components in (Z2,γ).

    Unlike Lemma 5.10, owing to Remark 5.9, let us now find a condition for comparing between the number of the components of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) in ({\mathbb R}^2, \mathcal{U}) and that of {\mathbb Z}^2 \setminus SC_{\gamma}^l in ({\mathbb Z}^2, \gamma) , as follows:

    Proposition 5.11. Assume an SC_{\gamma}^l: = (c_i)_{i \in [0, l-1]_{\mathbb Z}}, l \notin \{4, 8, 10\} , having the following property:

    \begin{align} \left \{ \begin{aligned} &\mathit{\text{There are no distinct elements}}\, \, c_{t_1}, c_{t_2} \, \, \mathit{\text{in}}\, \, SC_{\gamma}^l\cap ({\mathbb Z}^2)_o \\ &\mathit{\text{such that}}\, \, c_{t_2} \in N_8(c_{t_1}) \, \, \mathit{\text{and}}\, \, Con(c_{t_1})\cap \{c_{t_2}\} = \emptyset, \\ &\mathit{\text{where}}\, \, Con(c_{t_1})\, \, \mathit{\text{is the connected maximal subset of}}\, \, N_8(c_{t_1}) \cap SC_{\gamma}^l \\ &\mathit{\text{containing the point}}\, \, c_{t_1}. \end{aligned} \right\} \end{align} (5.4)

    Then the number of the components of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) in ({\mathbb R}^2, \mathcal{U}) is equal to that of {\mathbb Z}^2 \setminus SC_{\gamma}^l in ({\mathbb Z}^2, \gamma) .

    Proof: First of all, without the hypothesis, we need to show that the assertion does not hold. Suppose an SC_{\gamma}^l: = (c_i)_{i \in [0, l-1]_{\mathbb Z}}, l \notin \{4, 8, 10\} , that does not satisfy the property of (5.4). For instance, as shown in Figure 5(c), (d), the given SC_{\gamma}^{18} in Figure 5(c) does not satisfy the property of (5.4), i.e., see the two points s_1 and s_2 in Figure 5(c). Based on the SC_{\gamma}^{18} , we find that {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{18}) has only two components in ({\mathbb R}^2, \mathcal{U}) (see Example 5.2). Meanwhile, {\mathbb Z}^2 \setminus SC_{\gamma}^{18} has four components in ({\mathbb Z}^2, \gamma) .

    Next, owing to the property of (5.1), the topological feature of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) in ({\mathbb R}^2, \mathcal{U}) , and that of {\mathbb Z}^2 \setminus SC_{\gamma}^l in ({\mathbb Z}^2, \gamma) , the proof is completed.

    Example 5.3. Let us consider SC_{\gamma}^{18} in Figure 5(a). Then it is clear that it satisfies the property of (5.4) so that we obtain {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{18}) consisting of four components in ({\mathbb R}^2, \mathcal{U}) (see Figure 5(b)) and {\mathbb Z}^2 \setminus SC_{\gamma}^{18} is composed of four components in ({\mathbb Z}^2, \gamma) (see Figure 5(a)).

    In 1970, Rosenfeld [9,10,11] initially considered the digital topological version of the typical Jordan curve theorem (see also [22]). Consider SC_k^{2, l} in a binary digital picture D: = ({\mathbb Z}^2, k, \bar{k}, SC_k^{2, l}) . Then the \bar{k} -components are called white components of D and SC_k^{2, l} is said to be a black component (or equivalently, k -component) of the digital picture [22], where we say that a k -component of a non-empty digital image (X, k) is a maximal k -connected subset of (X, k) [22]. To be precise, given an SC_8^{2, 4} on {\mathbb Z}^2 , to evade from the so-called "digital connectivity paradox"[10,11], the papers [7,8,9] considered it in a binary digital picture D: = ({\mathbb Z}^2, 8, 4, SC_8^{2, 4}) instead of ({\mathbb Z}^2, 8, 8, SC_8^{2, 4}) . In the digital picture ({\mathbb Z}^2, 8, 4, SC_8^{2, 4}) , to avoid the digital connectivity paradox, it turns out that SC_8^{2, 4} should be considered to be an (8, 4) -binary digital image in the given digital picture D above. Namely, the part {\mathbb Z}^2 \setminus SC_8^{2, 4} should be considered with 4 -connectivity. Then the given set SC_8^{2, 4} separates {\mathbb Z}^2 into the two 4 -components A and B [22] such that

    \begin{align} \left \{ \begin{aligned} & {\mathbb Z}^2\setminus SC_8^{2, 4} = A \cup B\, \, \text{such that}\, \, A \cap B = \emptyset \, \, \text{and further, }\\ & \text{each element of}\, \, A\, \, \text{is not}\, \, 4\text{-adjacent to}\, \, \text{that of}\, \, B. \end{aligned} \right\} \end{align} (6.1)

    Based on this approach, it is clear that one of the sets A and B is finite and the other is infinite. Then we call a finite set A the interior of the given set B: = SC_8^{2, 4}\cup A in the digital picture ({\mathbb Z}^2, 8, 4, B) . Similarly, as a general case of SC_8^{2, 4} , we can consider SC_k^{2, l}(\neq SC_4^{2, 4}) in the digital picture D: = ({\mathbb Z}^2, k, \bar{k}, SC_k^{2, l}) as mentioned above, where (k, \bar{k}) \in \{(4, 8), (8, 4)\} . Then, it also separates {\mathbb Z}^2 into two non-empty \bar{k} -components A and B such that

    \begin{align} \left \{ \begin{aligned} & {\mathbb Z}^2\setminus SC_k^{2, l} = A \cup B\, \, \text{such that}\, \, A \cap B = \emptyset \, \, \text{and further, } \\ & \text{each element of}\, \, A\, \, \text{is not}\, \, \bar{k}\text{-adjacent to}\, \, \text{that of}\, \, B. \end{aligned} \right\} \end{align} (6.2)

    Meanwhile, unlike this approach followed from Rosenfeld's work, in the category of MW -topological spaces, given an SC_{\gamma}^l in ({\mathbb Z}^2, \gamma) , we now raise the following queries.

    (Q1) How can we propose an MW -topological version of the typical Jordan curve theorem?

    (Q2) What differences are there between an MW -topological version of the well-known Jordan curve theorem and the typical Jordan curve theorem on ({\mathbb R}^2, \mathcal{U}) ?

    (Q3) What differences are there between the Jordan curve theorem in an MW -topological setting and the digital Jordan curve theorem established by Rosenfeld?

    The paper [12] also studied several types of digital Jordan curve theorems with nine pretopologies on {\mathbb Z}^2 . Besides, the paper [3] also proposed a computational topological version of the curve and surface theorem. In addition, there are some studies on the digital versions of the Jordan curve theorem in digital spaces including the papers [6,12,22]. However, to study this topic more intensively from the viewpoint of the MW -topology, we strongly need to have an approach using semi-topological structures. To study some properties of the semi-closedness or semi-openness of {\mathbb Z}^2 \setminus SC_{\gamma}^l , we first recall that SC_{\gamma}^4 does not separate ({\mathbb Z}^2, \gamma) into exactly two non-empty components (see Figure 1(1)(a), (b)). Furthermore, we have the following (see Figure 4(1)(a), (2)(a), (3)(a)).

    Remark 6.1. {\mathbb Z}^2 \setminus SC_{\gamma}^4 has the only one non-empty component that is both semi-open and semi-closed in ({\mathbb Z}^2, \gamma) .

    Lemma 6.2. (1) SC_{\gamma}^8 separates ({\mathbb Z}^2, \gamma) into exactly two semi-closed components. One of these components need not be semi-open in ({\mathbb Z}^2, \gamma) .

    (2) SC_{\gamma}^{10} separates ({\mathbb Z}^2, \gamma) into exactly two components that are both semi-open and semi-closed.

    Proof: Based on the SC_{\gamma}^8 in Figure 1(2)(a), (b), and SC_{\gamma}^{10} in Figure 1(3)(a), (b), by Theorems 3.3 and 3.4, the proof is clearly completed. In particular, note that the components of {\mathbb Z}^2\setminus SC_{\gamma}^8 are obviously semi-closed in ({\mathbb Z}^2, \gamma) . Indeed, in the case of SC_{\gamma}^8 in Figure 1(2)(a), one of them is not semi-open. To be specific, consider SC_{\gamma}^8 in Figure 1(2)(a), the finite component of {\mathbb Z}^2\setminus SC_{\gamma}^8 is not semi-open. Meanwhile, the components of {\mathbb Z}^2\setminus SC_{\gamma}^{10} are both semi-open and semi-closed in ({\mathbb Z}^2, \gamma) (see Theorems 3.3 and 3.4).

    Unlike the case of SC_{\gamma}^l: = (c_i)_{i \in [0, l-1]_{\mathbb Z}}, l \in \{4, 8, 10\} , motivated by Theorem 5.7 and Proposition 5.11, we obtain the following:

    Proposition 6.3. Assume SC_{\gamma}^l: = (c_i)_{i \in [0, l-1]_{\mathbb Z}}, l\neq 4 , satisfying the following property:

    \begin{align} \left \{ \begin{aligned} &\mathit{\text{There are no distinct elements}}\, \, c_{t_1}, c_{t_2} \, \, \mathit{\text{in}}\, \, SC_{\gamma}^l \\&\mathit{\text{such that}}\, \, c_{t_2} \in N_8(c_{t_1}) \, \, \mathit{\text{and}}\, \, Con(c_{t_1})\cap \{c_{t_2}\} = \emptyset,\\ &\mathit{\text{where}}\, \, Con(c_{t_1})\, \, \mathit{\text{is the connected maximal subset of}}\, \, N_8(c_{t_1}) \cap SC_{\gamma}^l \\&\mathit{\text{containing the point}}\, \, c_{t_1}. \end{aligned} \right\} \end{align} (6.3)

    Then SC_{\gamma}^l separates ({\mathbb Z}^2, \gamma) into exactly two semi-closed components, e.g., A and B . Namely, a partition \{A, B, SC_{\gamma}^l\} of ({\mathbb Z}^2, \gamma) exists.

    Proof: First of all, we need to strongly point out an importance of the given hypothesis. Without the hypothesis, as shown in Figure 4(4)(a), (c), since the given SC_{\gamma}^{12} in Figure 4(4)(a), (c) do not satisfy the hypothesis of (6.3), they do not separate ({\mathbb Z}^2, \gamma) into exactly two components. Besides, some components of {\mathbb Z}^2 \setminus SC_{\gamma}^{12} cannot be semi-open. To be specific, in the SC_{\gamma}^{12} of Figure 4(4)(a), each of C(p_i) = \{p_i\}, i \in \{1, 2\} , is not semi-open in ({\mathbb Z}^2, \gamma) .

    As another case, since the given SC_{\gamma}^{12} in Figure 4(4)(c) does not satisfy the property of (6.3) either, it does not separate ({\mathbb Z}^2, \gamma) into exactly two components. Besides, note that none of the objects in Figure 5(a), (c), Figure 6, and Figure 7(1), (2) satisfies the property of (6.3) either.

    In addition, the condition of (6.3) does not support the semi-openness of the component of {\mathbb Z}^2 \setminus SC_{\gamma}^l . For instance, consider SC_{\gamma}^8 in Figure 1(2)(a), one component of {\mathbb Z}^2 \setminus SC_{\gamma}^8 is not semi-open in ({\mathbb Z}^2, \gamma) as mentioned in the proof of Lemma 6.2.

    Meanwhile, with the hypothesis of (6.3), owing to the features of SC_{\gamma}^l , it is clear that SC_{\gamma}^l separates ({\mathbb Z}^2, \gamma) into exactly two components (see Figure 1(4)(c), (d)) which are semi-closed in ({\mathbb Z}^2, \gamma) .

    Owing to Remark 6.1, based on Theorem 5.7, we can define the notions of Definition 6.4 below because given an SC_{\gamma}^l satisfying the hypothesis of (5.2), {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) has exactly two components in ({\mathbb R}^2, \mathcal{U}) and further, one of them is bounded and the other is unbounded (see the cases of SC_{\gamma}^{38} in Figure 7(1) and SC_{\gamma}^{28} in Figure 7(3)).

    Definition 6.4. Assume an SC_{\gamma}^l satisfying the property of (5.2), l \neq 4 . Then we define the following two notions.

    (1) I(SC_{\gamma}^l): = B({\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l)) \cap {\mathbb Z}^2 , where B({\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l)) means the bounded component of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) .

    (2) O(SC_{\gamma}^l): = Ub({\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l)) \cap {\mathbb Z}^2 , where Ub({\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l)) stands for the unbounded component of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) .

    Comparing the condition of Proposition 6.3 and that of Definition 6.4, we can note that the former is stronger than the latter. Hereinafter, the two notions I(SC_{\gamma}^l) and O(SC_{\gamma}^l) in Definition 6.4 are called "inside" and "outside" of SC_{\gamma}^l in ({\mathbb Z}^2, \gamma) , respectively. In particular, note that these notions are not related to the notions of interior and exterior of a set of ({\mathbb Z}^2, \gamma) .

    Remark 6.5. (1) In Definition 6.4, the hypothesis of (5.2) is strongly required to establish both I(SC_{\gamma}^l) and O(SC_{\gamma}^l) because it supports the assertion of Theorem 5.7 so that the set {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^l) has exactly two components of which one of them is bounded and the other is unbounded.

    (2) Without the hypothesis of (5.2), we have some difficulties in establishing the notions of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) . For instance, consider the case of SC_{\gamma}^{42} in Figure 6. In particular, see the points c_2 and c_{38} , and c_4 and c_{36} . Then, owing to these points, it is clear that this SC_{\gamma}^{42} does not satisfy the property of (5.2). Hence we have some difficulties in establishing I(SC_{\gamma}^{42}) because {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{42}) does not have exactly two components. As another case, consider the case of SC_{\gamma}^{28} in Figure 7(2). In particular, consider the two points c_{19} and c_{25} . Then they clearly does not satisfy the property of (5.2) so that {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{28}) has three components, e.g., two bounded components and one unbounded component. More precisely, since the set A_{q_2} is a bounded component of {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{28}) , A_{q_2} is not related to the set Ub({\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{28})) \cap {\mathbb Z}^2 which comes across some difficulties in establishing O(SC_{\gamma}^{28}) .

    (3) As a good example for Definition 6.4, consider the SC_{\gamma}^{38} in Figure 7(1). First, see the two points d_{29} and d_{35} of the SC_{\gamma}^{38} in Figure 7(1). Then they can be admissible to establish O(SC_{\gamma}^{38}) . Besides, see the two points d_{11} and d_{17} of the SC_{\gamma}^{38} in Figure 7(1). Then they can be admissible to establish the notion of I(SC_{\gamma}^{38}) because A_{q_1} is connected with A_{q_2} .

    Similarly, the SC_{\gamma}^{28} in Figure 7(3) also a good example for Definition 6.4.

    Example 6.1. (1) As for the SC_{\gamma}^{42} in Figure 6, it does not satisfy the property of (5.2) (see the points c_2 and c_{38} , and c_4 and c_{36} ). Hence, as mentioned in Theorem 5.7, \mathcal{A}(SC_{\gamma}^{42}) does not separate ({\mathbb R}^2, \mathcal{U}) into two components. Indeed, {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{42}) consists of four components as follows: C(p_i) = A_{p_i}, i \in [1,2]_{\mathbb Z} , C(p_3) = C(p_4) and C(q_1) = C(q_2) .

    Furthermore, the set {\mathbb Z}^2 \setminus SC_{\gamma}^{42} has six components such as C(p_i), i \in [1,4]_{\mathbb Z} and $ C(q_j), j \in [1,2]_{\mathbb Z} $.

    (2) Given the SC_{\gamma}^{38} in Figure 7(1), it satisfies the property of (5.2). Hence the set {\mathbb R}^2 \setminus \mathcal{A}(SC_{\gamma}^{38}) consists of the exactly two components. Hence we obtain

    I(SC_{\gamma}^{38}) = C(q_1) \cup C(q_2) \, \, \text{and}\, \, O(SC_{\gamma}^{38}) = C(q_3) \cup C(q_4), \, \, \text{where}

    C(q_i) is the component of q_i in ({\mathbb Z}^2, \gamma) containing the given point q_i, i \in [1,4]_{\mathbb Z} .

    Meanwhile, the set {\mathbb Z}^2 \setminus SC_{\gamma}^{38} consists of four components in ({\mathbb Z}^2, \gamma) , e.g., C(q_i), i \in [1,4]_{\mathbb Z} .

    (3) Given the SC_{\gamma}^{28} in Figure 7(2), it does not satisfy the property of (5.2). Indeed, the set {\mathbb Z}^2 \setminus SC_{\gamma}^{28} consists of three components as follows: C(q_i), i \in [1,3]_{\mathbb Z} and C(q_1) consists of eleven elements as in Figure 7(2). In particular, C(q_2) = \{q_2\} and (C(q_3))^\sharp = \aleph_0 that is the cardinal number of the set of natural numbers.

    (4) Given the SC_{\gamma}^{28} in Figure 7(3), it is clear that this object satisfies the hypothesis of Definition 6.4. Hence we obtain I(SC_{\gamma}^{28}) = C(q_1) and O(SC_{\gamma}^{28}) = C(q_2)\cup C(q_3) .

    Owing to Definition 6.4, we have the following:

    Theorem 6.6. Assume an SC_{\gamma}^l , l\neq 4 , satisfying the property of (5.2).

    Then, a partition \{I(SC_{\gamma}^l), O(SC_{\gamma}^l), SC_{\gamma}^l\} of {\mathbb Z}^2 exists.

    Proof: Owing to Definition 6.4, the proof is completed.

    Remark 6.7. (1) Each of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) need not be connected.

    (2) The number of the components of I(SC_{\gamma}^l) depends on the situation.

    (3) Each of the sets I(SC_{\gamma}^l) and O(SC_{\gamma}^l) need not be an open set or a closed set in ({\mathbb Z}^2, \gamma) .

    Proof: (1) As an example, consider the SC_{\gamma}^{38} in Figure 7(1). It is clear that the given SC_{\gamma}^{38} satisfies the hypothesis of Definition 6.4. While each of I(SC_{\gamma}^{38}) and O(SC_{\gamma}^{38}) exists, they are not connected in ({\mathbb Z}^2, \gamma) . To be specific, it turns out that

    I(SC_{\gamma}^{38}) = C(q_1)\cup C(q_2)\, \, \text{and}\, \, O(SC_{\gamma}^{38}) = C(q_3)\cup C(q_4)

    such that C(q_1)\cap C(q_2) = \emptyset , C(q_3)\cap C(q_4) = \emptyset , and each of C(q_i), i \in [1,4]_{\mathbb Z} is not an empty set.

    (2) From the above (3) of Example 6.1, it is clear that the number of the components of I(SC_{\gamma}^l) depends on the number l .

    (3) As an example, consider the SC_{\gamma}^{8} in Figure 4(2)(a). Then I(SC_{\gamma}^{8}) is not an open set. Besides, consider the SC_{\gamma}^{38} in Figure 7(1). Then O(SC_{\gamma}^{38}) is not an open set.

    Let us now investigate the semi-openness or semi-closedness of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) .

    Example 6.2. Given any SC_{\gamma}^8 , there is a partition of ({\mathbb Z}^2, \gamma) , i.e., \{I(SC_{\gamma}^8), SC_{\gamma}^8, O(SC_{\gamma}^8)\} such that each of I(SC_{\gamma}^8) and O(SC_{\gamma}^8) is semi-closed and both of them are connected. Namely, SC_{\gamma}^8 separates ({\mathbb Z}^2, \gamma) with exactly two components.

    Lemma 6.8. I(SC_{\gamma}^{10}) is both semi-open and semi-closed in ({\mathbb Z}^2, \gamma) .

    Proof: As shown in Figure 1(4)(c), (d), owing to Theorems 3.3 and 3.4, I(SC_{\gamma}^8) is clearly both semi-open and semi-closed in ({\mathbb Z}^2, \gamma) .

    Remark 6.9. The semi-openness or semi-closedness of I(SC_{\gamma}^l) depends on the situation, l \notin \{4, 10\} .

    Proof: The semi-topological features of I(SC_{\gamma}^8) is determined according to the two types of SC_{\gamma}^8 in Figure 1(2)(a), (b). To be specific, based on the SC_{\gamma}^8 in Figure 1(2)(a), we have I(SC_{\gamma}^8) that is only semi-closed instead of semi-open in ({\mathbb Z}^2, \gamma) . Meanwhile, for the case of SC_{\gamma}^8 in Figure 1(2)(b), I(SC_{\gamma}^8) is proved to be both semi-open and semi-closed in ({\mathbb Z}^2, \gamma) .

    Next, let us consider the case SC_{\gamma}^l , 12 \leq l \in {\mathbb N}_e . Then the semi-openness or semi-closedness of I(SC_{\gamma}^l) depends on the situation (see Figure 5(c) and 7(1), (3)). For instance, the SC_{\gamma}^{18} in Figure 5(c) has I(SC_{\gamma}^{18}) that is not semi-open but semi-closed.

    Corollary 6.10. Let X and Y be simple closed MW -curves with l elements in ({\mathbb Z}^2, \gamma) and each of them satisfies the property of (6.3). Then the number of the components of X^c is equal to that of Y^c .

    Proof: By Proposition 6.3, the proof is completed.

    Let E be the SC_{\gamma}^{28} in Figure 7(3) and F be the SC_{\gamma}^{28} satisfying the property of (6.3). While O(E) is not connected and O(F) is connected. Thus we obtain the following.

    Remark 6.11. Without the condition relating to the property (6.3), each of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) may not be connected.

    Theorem 6.12. Assume that the subspaces (X, \gamma_X) and (Y, \gamma_Y) are MW -homeomorphic to SC_{\gamma}^l .

    (1) (I(X), \gamma_{I(X)}) need not MW -homeomorphic to (I(Y), \gamma_{I(X)}) .

    (2) (O(X), \gamma_{O(X)}) need not MW -homeomorphic to (O(Y), \gamma_{O(X)}) .

    Proof: To disprove these assertions (1) and (2), we will use some examples.

    (1) Consider the two SC_{\gamma}^{12} in Figures 4(4)(a) and 5(a). For our purpose, let A be the SC_{\gamma}^{12} in Figure 4(4)(a) and B be the SC_{\gamma}^{12} in Figure 4(5)(a). While I(A) is not connected and I(B) is connected, which completes the proof.

    (2) For our purpose, let C be the SC_{\gamma}^{28} in Figure 7(3) and D be the SC_{\gamma}^{28} satisfying the property of (6.3). While O(C) is not connected and O(D) is connected, which completes the proof.

    Corollary 6.13. (1) O(SC_{\gamma}^l) need not be semi-open.

    (2) The number of the components of O(SC_{\gamma}^l) need not depend on the number l .

    Proof: To disprove these assertions (1) and (2), we will use some examples.

    (1) Let us consider the SC_{\gamma}^{28} in Figure 7(3). Then it is clear that O(SC_{\gamma}^{28}) is not semi-open.

    (2) In view of the SC_{\gamma}^{28} in Figure 7(3), the proof is completed. To be specific, let A be the SC_{\gamma}^{28} in Figure 7(3) and B be the SC_{\gamma}^{28} satisfying the property of (6.3). Then O(A) has two components and O(B) has the only one component.

    Unlike Theorem 6.6, let us find a condition to separate ({\mathbb Z}^2, \gamma) into exactly two components, as follows:

    Theorem 6.14. Let SC_{\gamma}^l satisfy the property of (6.3), l\neq 4 . Under ({\mathbb Z}^2, \gamma) , we obtain the following:

    (1) There is a partition \{I(SC_{\gamma}^l), O(SC_{\gamma}^l), SC_{\gamma}^l\} such that each of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) is connected.

    (2) Each of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) is semi-closed. While O(SC_{\gamma}^l) is semi-open, I(SC_{\gamma}^l) need not be semi-open.

    Proof: (1) It suffices to prove the connectedness of both I(SC_{\gamma}^l) and O(SC_{\gamma}^l) . Owing to the hypothesis of the property of (6.3), each of I(SC_{\gamma}^l) and O(SC_{\gamma}^l) is proved to be connected because there are not two points

    \begin{align} \left \{ \begin{aligned} & c_{t_1}, c_{t_2} \in SC_{\gamma}^l: = (c_i)_{i \in [0, l-1]_{\mathbb Z}}, l\neq 4\, \, \text{such that} \\ & c_{t_2} \in N_8(c_{t_1}) \, \, \text{and}\, \, Con(c_{t_1})\cap \{c_{t_2}\} = \emptyset. \end{aligned} \right\} \end{align} (6.4)

    Indeed, this property of (6.4) supports the connectedness of both I(SC_{\gamma}^l) and O(SC_{\gamma}^l) .

    (2) With the hypothesis, using Theorems 3.3 and 3.4, we prove that both I(SC_{\gamma}^l) and O(SC_{\gamma}^l) are semi-closed. To be specific, for any point x \in {\mathbb Z}^2 \setminus I(SC_{\gamma}^l) , owing to the hypothesis, we always obtain

    SN_{\gamma}(x) \cap ({\mathbb Z}^2 \setminus I(SC_{\gamma}^l))_{op} \neq \emptyset,

    which implies the semi-closedness of I(SC_{\gamma}^l) .

    Similarly, for any point x \in {\mathbb Z}^2 \setminus O(SC_{\gamma}^l) , owing to the hypothesis, we also obtain

    SN_{\gamma}(x) \cap ({\mathbb Z}^2 \setminus O(SC_{\gamma}^l))_{op} \neq \emptyset,

    which implies the semi-closedness of O(SC_{\gamma}^l) .

    Besides, by Theorem 3.3, owing to the hypothesis, O(SC_{\gamma}^l) is proved to be semi-open. However, I(SC_{\gamma}^l) need not be semi-open. For instance, for the SC_{\gamma}^8 in Figure 4(2)(a). Then I(SC_{\gamma}^8) is not a semi-open in ({\mathbb Z}^2, \gamma) .

    When studying digital objects X in {\mathbb Z}^2 , the properties of (2.4) and (2.5) enable us to get the following utilities of the MW -topological structure of X .

    Remark 7.1. (Utilities of the MW -topological structure)

    (1) When studying a self-homeomorphism of ({\mathbb Z}^2, \gamma) , we should consider the following map [31]

    \begin{align} \left \{ \begin{aligned} & h:({\mathbb Z}^2, \gamma) \to ({\mathbb Z}^2, \gamma)\, \, {defined~~ by:} \\ & {for~~ each ~~ point}\, \, x: = (x_1, x_2) \in {\mathbb Z}^2, \\ & h(x) = (x_1+t_1, x_2+t_2),\\ &{where}\, \, t_i \in {\mathbb Z}_o \, \, {for~~ each}\, \, i \in [1, 2]_{\mathbb Z}, \, \, {or} \\ & h(x) = (x_1+2m_1, x_2+2m_2), \\ &{for~~ some}\, \, m_i \in {\mathbb Z}, i \in M \subset [1, 2]_{\mathbb Z}. \end{aligned} \right\} \end{align} (7.1)

    Since the modern electronic devices are usually operated on the finite digital planes with more than ten million pixels to support the high-level display resolution, the mapping of (7.1) can be very admissible. At the moment, note that the following map g cannot be a homeomorphism, where

    \begin{align} \left \{ \begin{aligned} & g:({\mathbb Z}^2, \gamma) \to ({\mathbb Z}^2, \gamma)\, \, {defined~~ by:} \\ & {for ~~each ~~point}\, \, x: = (x_1, x_2) \in {\mathbb Z}^2,\\ & g(x) = (x_1+t_1, x_2+t_2) \\ &{such ~~that ~~there~~ is~~ at ~~least}\, \, t_i \in {\mathbb Z}_o, i \in M \subsetneq [1, 2]_{\mathbb Z}. \end{aligned} \right\} \end{align} (7.2)

    (2) Since the MW -topological structure is one of the fundamental frames, motivated by this structure, some more generalized topological structures on {\mathbb Z}^n can be established.

    (3) Based on the MW -topological structure of {\mathbb Z}^2 , we can obtain the 4 -digital adjacency induced by the given topological structure [26]. In detail, for distinct elements x, y \in ({\mathbb Z}^2, \gamma) , they are MW -adjacent if x \in SN_{\gamma}(y) or y \in SN_{\gamma}(x) [26]. Namely, the MW -adjacency is equivalent to the 4 -adjacency of {\mathbb Z}^2 as in (2.2).

    Example 7.1. The map g:({\mathbb Z}^2, \gamma) \to ({\mathbb Z}^2, \gamma) defined by g(x_1, x_2) = (x_1+2m_1+1, x_2+2m_2), m_1, m_2 \in {\mathbb Z} cannot be a homeomorphism. Meanwhile, it is clear that the map h:({\mathbb Z}^2, \gamma) \to ({\mathbb Z}^2, \gamma) defined by h(x_1, x_2) = (x_1+2m_1+1, x_2+2m_2+1) or (x_1+2m_1, x_2+2m_2) , m_1, m_2 \in {\mathbb Z} , is a homeomorphism.

    Remark 7.2. (Advantages of the semi-Jordan curve theorem)

    (1) Unlike the typical Jordan curve theorem in a digital topological setting estabsihed by Rosenfeld [22], no paradox exists in the semi-Jordan curve theorem in the MW -topological structure.

    (2) Based on the semi-Jordan curve theorem in the MW -topological structure, we can consider a digital topological version of the typical Jordan curve theorem in terms of a simple closed 4 -curve in the digital plane ({\mathbb Z}^2, 4, 8) .

    (3) When digitizing a set X in the 2 -dimensional real space with respect to the MW -topological structure, we can use a local rule in [20] to obtain a digitized set D_{\gamma}(X) \subset {\mathbb Z}^2 from X which is used in the fields of mathematical morphology, rough set theory, digital geometry, and so on [20,21].

    After developing the semi-Jordan curve theorem in the MW -topological setting, we have studied various properties of it. In particular, we have found a condition for SC_{\gamma}^l to separate ({\mathbb Z}^2, \gamma) with exactly two components, Furthermore, we studied many semi-topological properties of both I(SC_{\gamma}^l) and O(SC_{\gamma}^l) . As a further work, we can compare among several kinds of digital versions of the typical Jordan curve theorem and the combinatorial version of the Jordan curve theorem in [3]. Besides, based on the digital-topological group structure in [32], we can further examine a topological group structure of SC_{\gamma}^l . In addition, based on the established structure in [33], we can study covering spaces in the category of MW -topological spaces.

    The author was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education, Science and Technology (2019R1I1A3A03059103). Besides, this work was supported under the framework of international cooperation program managed by the National Research Foundation of Korea (2021K2A9A2A06039864).

    The author declares no conflict of interest.



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