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Least eigenvalue of the connected graphs whose complements are cacti

  • Haiying Wang EMAIL logo , Muhammad Javaid , Sana Akram , Muhammad Jamal and Shaohui Wang
Published/Copyright: November 28, 2019

Abstract

Suppose that Γ is a graph of order n and A(Γ) = [ai,j] is its adjacency matrix such that ai,j is equal to 1 if vi is adjacent to vj and ai,j is zero otherwise, where 1 ≤ i, jn. In a family of graphs, a graph is called minimizing if the least eigenvalue of its adjacency matrix is minimum in the set of the least eigenvalues of all the graphs. Petrović et al. [On the least eigenvalue of cacti, Linear Algebra Appl., 2011, 435, 2357-2364] characterized a minimizing graph in the family of all cacti such that the complement of this minimizing graph is disconnected. In this paper, we characterize the minimizing graphs G Ωnc , i.e.

λmin(G)λmin(Cc)

for each Cc Ωnc , where Ωnc is a collection of connected graphs such that the complement of each graph of order n is a cactus with the condition that either its each block is only an edge or it has at least one block which is an edge and at least one block which is a cycle.

MSC 2010: 15A18; 05C50; 05C40; 05D05

1 Introduction

Let Γ = (V(Γ), E(Γ)) be a graph such that V(Γ) = {vi : 1 ≤ in} and E(Γ) are set of vertices and edges respectively. Assume that all the considered graphs are simple, finite and undirected. For each i, the degree d(i) is the number of incident edges on vi. The adjacency matrix of Γ is A(Γ) = [ai,j] with ai,j equal to 1 if vi is linked to vj and ai,j is zero for the rest case, where 1 ≤ i, jn. The solutions of det(A(Γ) – λI) = 0 are eigenvalues of Γ. It is interesting to note that A(Γ) is always symmetric and real, all the eigenvalues can be arrange as λ1(Γ) ≤ λ2(Γ) ≤ … ≤ λn(Γ). The eigenvectors corresponding to the least eigenvalue λ1(Γ) and the greatest eigenvalue (spectral radius) λn(Γ) are called first eigenvector (FEv) and Perron-vector respectively.

The spectrum of the adjacency matrix for an undirected graph is first time studied by Collatz and Sinogowitz (1957), see [1]. Later on, many researchers discussed the largest eigenvalue (spectral radius) in the area of spectra of graphs, see [2, 3]. It is observed that the least eigenvalue did not receive the attention of researchers as compare of the largest eigenvalue. From the few of results of the least eigenvalues on the graphs, the bounds related results can be found in [4, 5]. For further study, we refer [6, 7, 8, 9, 10, 11, 12, 13]. A graph Γ is said to be minimizing in a certain collection of graphs, if the least eigenvalue of A(Γ) is minimum in the set of all the least eigenvalues of the other graphs in the same collection.

Let 𝓖(p, q) be a collection of connected graphs in which each graph is of p order and q size such that 0<q<p(p1)2. The minimizing graph in 𝓖(p, q) characterized by Bell et al. [14] is stated in the below result:

Theorem 1.1

Minimizing graph in 𝓖(p, q) is either a join of two nested split graphs, or a bipartite graph.

It is important to note that the complements of the graphs characterized by Bell contain the cliques such that order of each clique is greater or equal to p2 or these are disconnected. After it, the question is raised to investigate the minimizing graphs in the collection of connected graphs such that the complement of each graph contains the cliques of small sizes. Motivated by it, the minimizing graph in the collection of connected graphs such that the complement of each graph is trees, unicyclic or bicyclic are characterized by Fan, Zhang, Wang, Li and Javaid, see [15, 16, 17, 18]. For further study, we refer to [19, 20, 21, 22]. In this paper, the minimizing graph is characterized in the collection of connected graphs such that the complement of each graph is cactus with the condition that each block of a cactus of order n is only an edge or a cactus of order n has at least one block which is an edge and at least one block which is a cycle. In the rest of paper; Section 2 includes some basic definitions and terminologies, Section 3 contains the proofs of some important lemmas and Section 4 has the main results in which minimizing graph is characterized in the family of connected graphs with the condition that the complement of each graph is cactus.

2 Preliminaries

A connected graph is called cactus if and only if its every block is either a simple cycle or a single edge. A cactus is a tree if and only if its each block is an edge. An edge of a cactus is a cycle edge if it is in some cycle, and tree edge, otherwise. A cactus is said to be a bundle if there is a single common vertex on all of its cycles. Let B1(n) be the bundle of order n + obtained from a star K1,n of the same order with central vertex V0 by adding the edges vivi+1, where i ∈ {1, 3, 5, …, n – 1} and n = 0 mod(2). Thus, the central vertex v0 of the bundle B1(n) has degree n and each remaining vertex is of degree 2. Similarly, let B2(n) be a bundle obtained from K1,n by adding the edges vivi+1, where i ∈ {1, 3, 5, …, n – 2}, n = 1 mod(2) and |V(B2(n))| = n + 1. Thus, for the vertices of B2(n), d(v0) = n, d(vn) = 1 and d(vi) = 2, where 1 ≤ in – 1.

We define some particular cacti which are obtained from the aforesaid bundles.

Definition 2.1

Assume that p, q = 0 mod(2) are positive integers. Let B1(p) and B1(q) be two bundles. The cactus graph C1(p, q) is constructed by the join of a vertex of B1(p) with a vertex B1(q), where both the vertices are of degree 2. Thus, V(C1(p, q)) = { v1j : 1 ≤ jp – 2} ∪ {vj : 2 ≤ j ≤ 7} ∪ { v8j : 1 ≤ jq – 2} and E(C1(p, q)) = {v2 v1j : 1 ≤ jp – 2} ∪ {v2v3, v2v4} ∪ {v1jv1j+1:j=1,3,5,...,p3} ∪ {vjvj+1 : 3 ≤ j ≤ 5} ∪ {v7v5, v7v6} ∪ {v7v8j:1jq2}{v8jv8j+1:j=1,3,5,...,q3} with |C1(p, q)| = 2 + p + q = n.

Assume that p, q ≡ 1 mod(2) and p, q ≥ 3. If a vertex of the bundle B2(p) is joined with a vertex of the bundle B2(q) then we obtain the cactus graph C1 (p, q), where both the chosen vertices are pendent and n = 2 + p + q = | C1 (p, q)|. For p ≥ 3, q ≥ 2, p ≡ 1 mod(2) and q ≡ 0 mod(2), if we join a vertex of the bundle B2(p) to a vertex of the bundle B1(q) then we obtain a cactus graph C2(p, q), where the chosen vertices are of degree 1 and 2 respectively and n = 2 + p + q = |C2(p, q)|. Similarly, if we assume p ≥ 2, q ≥ 3, p = 0 mod(2) and q = 1 mod(2), and choose two vertices of degree 2 and 1 in B1(p) and B2(q) respectively. On joining these chosen vertices by an edge, we obtain the cactus graph C2 (p, q) with n = 2 + p + q = | C1 (p, q)|.

We note that C1(p, q) ≅ C1(q, p) and C1 (p, q) ≅ C1 (q, p) as p and q both are even in C1(p, q) and odd in C1 (p, q). Moreover, as p is odd and q is even in C2(p, q), and p is even and q is odd in C2 (p, q) therefore C2(p, q) ≇ C2(q, p), C2 (p, q) ≇ C2 (q, p) and C2(q, p) ≅ C2 (p, q). The cacti C1(p, q) and C1 (p, q) are presented in Figure 1((a) and (b)) and the cacti C2(p, q) and C2 (p, q) are presented in Figure 2((a) and (b)).

Figure 1 
(a)C1(p, q) and (b)
C1′
$\begin{array}{}
C^{'}_1
\end{array}$(p, q).
Figure 1

(a)C1(p, q) and (b) C1 (p, q).

Figure 2 
(a)C2(p, q) and (b)
C2′
$\begin{array}{}
C^{'}_2
\end{array}$(p, q).
Figure 2

(a)C2(p, q) and (b) C2 (p, q).

Let Ω1,n be the class of cacti other than stars such that each block of a cactus is an edge and Ω2,n be a class of cacti other than bundles such that at least one block of each cactus is an edge and at least one block is a cycle. Let Ωn be a class of cacti other than stars and bundles such that either all the blocks of a cactus are edges or a cactus has at least one block which is a cycle and at least one block which is an edge, i.e. Ωn = Ω1,nΩ2,n. Thus, we obatain Ωnc = {Γc : Γc is connected, |Γc| = nΓΩn}. By interlacing theorem, λmin(Γ) ≤ –1 if Γ contains at least one edge. Moreover, equality holds if Γ is a complete graph. Another way to achieve this equality is if Γ = ∪i Gi, where all Gi are complete graphs and at least one Gi is non-trivial. Thus, for ΓΩn, λmin(Γc) < –1.

If ϕ : V(Γ) → {Xi : 1 ≤ in} is a 1-1 map such that ϕ(ui) = Xi for each uiV(Γ) then it is said to be defined on the graph Γ. The eigenvector X of A(Γ) is naturally defined on V(Γ). Thus, we have

XTAX=2uvE(Γ)XuXv. (2.1)

The eigenequation for each vV(Γ) is

λXv=uNΓ(v)Xu, (2.2)

where all adjacent to v are in NΓ(v). If X ∈ Rn is an arbitrary unit vector, we have

λmin(Γ)XTA(Γ)X, (2.3)

where equality holds iff X is a FEv. If Γc is complement of Γ, then A(Γc) = JIA(Γ) with J and I as all-ones and identity matrix respectively. Thus, for X ∈ Rn

XTA(Γc)X=XT(JI)XXTA(Γ)X. (2.4)

Let Y1 be FEv of C1(p, q)c which is defined on it. By (2.2), the vertices v1j for 1 ≤ jp – 2, v2, v3, v4, v5, v6, v7 and v8j for 1 ≤ jq – 2 having values in Y1, say Xj for 1 ≤ j ≤ 8 respectively. If λmin (C1(p, q)c) = λ1 then

λ1X1=(p4)X1+X3+X4+X5+X6+X7+(q2)X8,λ1X2=X5+X6+X7+(q2)X8,λ1X3=(p2)X1+X5+X6+X7+(q2)X8,λ1X4=(p2)X1+X6+X7+(q2)X8,λ1X5=(p2)X1+X2+X3+(q2)X8,λ1X6=(p2)X1+X2+X3+X4+(q2)X8,λ1X7=(p2)X1+X2+X3+X4,λ1X8=(p2)X1+X2+X3+X4+X5+X6+(q4)X8. (2.5)

Take Y1 = (X1, X2, X3, X4, X5, X6, X7, X8)T then the matrix equation is (Aλ1I)Y1 = 0 and

f1(λ,p,q)=det(AλI)=(4+pq2p2q)+(164p4q)λ+(47pq+12p+12q)λ2+(48+2pq+14p+14q)λ3+(20+7pq9p9q)λ4+(24+2pq16p16q)λ5+(247p7q)λ6+(8pq)λ7+λ8... (2.6)

with least root λ1.

Let Y1 be FEv of C1 (p, q)c. By (2.2), the vertices v1j for 1 ≤ jp – 1, v2, v3, v4, v5 and v6j for 1 ≤ jq – 1 having values in Y1 , say Xj for 1 ≤ j ≤ 6 respectively. If λmin ( C1 (p, q)c) = λ1 then

λ1X1=(p3)X1+X3+X4+X5+(q1)X6,λ1X2=X4+X5+(q1)X6,λ1X3=(p1)X1+X5+(q1)X6,λ1X4=(p1)X1+X2+(q1)X6,λ1X5=(p1)X1+X2+X3,λ1X6=(p1)X1+X2+X3+X4+(q1)X6. (2.7)

Take Y1 = (X1, X2, X3, X4, X5, X6)T then the matrix equation is (A λ1 I) Y1 = 0 and

f1(λ,p,q)=det(AλI)=(82p2q)+(82pq+7p+7q)λ+(18+3pq+2p+2q)λ2+(2pq7p7q)λ3+(115p5q)λ4+(6pq)λ5+λ6... (2.8)

with least root λ1 .

Let Y2 be FEv of C2(p, q)c. By (2.2), the vertices v1j for 1 ≤ ip – 1, v2, v3, v4, v5, v6, and v7j for 1 ≤ jq – 2 having values in Y2, say Xj for 1 ≤ j ≤ 7 respectively. If λmin (C2(p, q)c) = λ2 then

λ2X1=(p3)X1+X3+X4+X5+X6+(q2)X7,λ2X2=X4+X5+X6+(q2)X7,λ2X3=(p1)X1+X5+X6+(q2)X7,λ2X4=(p1)X1+X2+(q2)X7,λ2X5=(p1)X1+X2+X3+(q2)X7,λ2X6=(p1)X1+X2+X3,λ2X7=(p1)X1+X2+X3+X4+X5+(q4)X7. (2.9)

Take Y2 = (X1, X2, X3, X4, X5, X6, X7)T then the matrix equation is (Aλ2 I)Y2 = 0 and

f2(λ,p,q)=det(AλI)=(6pq+2p+3q)+(82p2q+3pq)λ+(26+pq10p13q)λ2+(235pq+3p+q)λ3+(92pq+11p+11q)λ4+(17+6p+6q)λ5+(7+p+q)λ6λ7... (2.10)

with least root λ2.

Let Y2 be the FEv of C2 (p, q)c. By (2.2), the vertices v1j for 1 ≤ jp – 2, v2, v3, v4, v5, v6, and v7j for 1 ≤ jq – 1 having values in Y2 , say Xj for 1 ≤ j ≤ 7 respectively. If λmin ( C2 (p, q)c) = λ2 then

λ2X1=(p4)X1+X3+X4+X5+X6+(q1)X7,λ2X2=X5+X6+(q1)X7,λ2X3=(p2)X1+X5+X6+(q1)X7,λ2X4=(p2)X1+X6+(q1)X7,λ2X5=(p2)X1+X2+X3+(q1)X7,λ2X6=(p2)X1+X2+X3+X4,λ2X7=(p2)X1+X2+X3+X4+X5+(q3)X7. (2.11)

Take Y2 = (X1, X2, X3, X4, X5, X6, X7)T, the matrix equation is (A λ2 I) Y2 = 0 and

f2(λ,p,q)=det(AλI)=(6pq+2p+3q)+(82p2q+3pq)λ+(26+pq13p10q)λ2+(235pq+p+3q)λ3+(92pq+11p+11q)λ4+(17+6p+6q)λ5+(7+p+q)λ6λ7... (2.12)

with least root λ2 .

3 Minimizing graphs

Now, we present some important lemmas of the minimizing graph which are frequently used in next section. The classes of cacti which have graphs of even order are discussed from Lemma 3.1 to Lemma 3.6. Moreover, the cacti of odd order are studied from Lemma 3.7 to Lemma 3.10.

Firstly, we discuss the classes of cacti which have graphs of even order.

Lemma 3.1

Suppose that p, q ≥ 4, n ≥ 12 are integers with p, q, n ≡ 0(mod 2). If p > q + 2, then

λmin(C1(p2,q+2)c)<λmin(C1(p,q)c),

where p + q + 2 = n = |V(C1(p – 2, q + 2)c)| = |V(C1(p, q)c)|.

Proof

From equation (2.5), we have f1(–3, p, q) = 325 – 17(p + q) – 35pq. Since for p, q ≥ 4 f1(–3, p, q) < 0. Therefore, least root of f1(λ, p, q) is λ1 < –3. Moreover, f1(λ, p – 2, q + 2) = (pq – 4q) + (16 – 4p – 4q)λ + (24 – 2p + 26q – 7pq)λ2 + (–56 + 18p + 10q + 2pq)λ3 + (–48 + 5p – 23q + 7pq)λ4 + (16 – 12p – 20q + 2pq)λ5 + (24 – 7p – 7q)λ6 + (8 – pq)λ7 + λ8, and

f1(λ,p,q)f1(λ,p2,q+2)=2(pq2)(2λ5+7λ4+2λ37λ2+1)=2(pq2)(λ12)(λ+3+52)(λ+352)(λ+1+52)(λ+152).

As p is greater than q + 2 and λ is less than –3 therefore f1(λ, p, q)- f1(λ, p – 2, q + 2) > 0. Also, f1(–3, p – 2, q + 2) < 0 which implies that λmin(C1(p – 2, q + 2)c) < λmin(C1(p, q)c).

Corollary 3.2

Suppose that p, q ≥ 4, n ≥ 12 are integers with p, q, n ≡ 0(mod 2). If q > p + 2, then λmin(C1(p + 2, q – 2)c) < λmin(C1(p, q)c), where p + q + 2 = n.

Proof

Since, C1(p, q)cC1(q, p)c, therefore proof is same as of Lemma 3.1.

Lemma 3.3

Suppose that p, q ≥ 4 are integers with p, q ≡ 0(mod 2) and p + q + 2 = n = |V(C1(n22,n22)c)| = |V(C1(p, q)c)| = |V(C1(n2,n42)c)| Then

λmin(C1(p,q)c)λmin(C1(n22,n22)c)aifan2(moda4);λmin(C1(n2,n42)c)aaaifan0(moda4);

where equality holds iff p = n22 = q with n ≥ 14 and p = n2 and q = n42 with n ≥ 12.

Proof

When n ≡ 2(mod 4), then for p = n22 = q, the equation (2.5) becomes f1(3,n22,n22) = –(n – 7.2)(n + 5.1428). For n ≥ 14, we have f1(3,n22,n22) < 0. (b) When n ≡ 0(mod 4), then for p = n2 and q = n42 , the equation (2.5) becomes f1(3,n2,n42) = –(n – 7.5159)(n + 5.4588). For n ≥ 12, we have f1(3,n2,n42) < 0. Thus, from both the cases least root of f1(λ, p, q) is λ1 < –3.

Now, by Lemma 3.1, if q + 2 < p and λ < –3, then λmin(C1(p – 2, q + 2)c) < λmin(C1(p, q)c) and by Corollary 3.1, if q > p + 2 and λ < –3, then λmin(C1(p + 2, q – 2)c) < λmin(C1(p, q)c).

Consequently, for n ≥ 14 and n ≡ 2(mod 4), we have λmin(C1(n22,n22)c)λmin(C1(p,q)c) with equality iff p = n22 = q, and (b) for n ≥ 12 and n ≡ 0(mod 4), we have λmin(C1(n2,n42)c)λmin(C1(p,q)c) with equality iff p = n2 and q = n42 .

Lemma 3.4

Suppose that p ≥ 5, q ≥ 3, n ≥ 12 are integers with p, q ≡ 1(mod 2) and n ≡ 0(mod 2). If p > q + 2, then

λmin(C1(p2,q+2)c)<λmin(C1(p,q)c),

where p + q + 2 = n is cardinality of both the cacti.

Proof

By (2.8), f1 (–3, p, q) = 32 + (p + q) – 21(pqp – q). Since, for p ≥ 5 and q ≥ 3, f1 (–3, p, q) < 0. Therefore, least root f1 (λ, p, q) is λ1 < –3. Also,

f1(λ,p2,q+2)=(82p2q)+(2pq+3p+11q)λ+(30+3pq+8p4q)λ2+(2pq3p11q8)λ3+(115p5q)λ4+(6pq)λ5+λ6
f1(λ,p,q)f1(λ,p2,q+2)=(84p+4q)λ3+(126p+6q)λ2+(8+4p4q)=2λ(λ+2)(λ0.5).

Since p is greater than q + 2 and λ is less than –3, f1 (λ, p, q) – f1 (λ, p – 2, q + 2) > 0. Also, f1 (–3, p – 2, q + 2) < 0 which implies that λmin( C1 (p – 2, q + 2)c) < λmin( C1 (p, q)c).

Corollary 3.5

Suppose that p ≥ 3, q ≥ 5, n ≥ 12 are integers with p, q ≡ 1(mod 2) and n ≡ 0(mod 2). If q > p + 2, then λmin( C1 (p + 2, q – 2)c) < λmin( C1 (p, q)c), where p + q + 2 = n.

Proof

Since, C1 (p, q)c C1 (q, p)c, therefore proof is same as of Lemma 3.4.

Lemma 3.6

Suppose that p, q ≥ 3 are integers with p, q ≡ 1(mod 2) and p + q + 2 = n = |V(C1(n22,n22)c)| = |V(C1(p, q)c)| = |V(C1(n2,n42)c)| . Then,

λmin(C1(p,q)c)λmin(C1(n2,n42)c)aaaifan2(moda4);λmin(C1(n2,n42)c)aaaifan0(moda4);

where equality holds iff p = n2 and q = n42 with n ≥ 14, and p = n22 = q with n ≥ 12.

Proof

When n ≡ 2(mod 4), then for p = n2 and q = n42 the equation (2.8) becomes f1(3,n2,n22)=14 (n – 6.4842)(n + 0.2937). For n ≥ 14, we have f1(3,n2,n22) < 0. (b) When n ≡ 0(mod 4), then for p = n22 = q the equation (2.8) becomes f1(3,n22,n22)=14 (n – 7.3333)(n – 0.8571). For n ≥ 12, we have f1(3,n22,n22) < 0. Thus, from both the cases least root of f1 (λ, p, q) is λ1 < –3.

Now, by Lemma 3.4, for p > q + 2 and λ < –3, λmin( C1 (p – 2, q + 2)c) < λmin( C1 (p, q)c) and by Corollary 3.5, if q > p + 2 and λ < –3, then λmin( C1 (p + 2, q – 2)c) < λmin( C1 (p, q)c).

Consequently, for n ≥ 14 and n ≡ 2(mod 4), we have λmin(C1(n2,n42)c)λmin(C1(p,q)c) with equality iff p = n2 and q = n42 , and (b) for n ≥ 12 and n ≡ 0(mod 4), we have λmin(C1(n22,n22)c)λmin(C1(p,q)c) with equality iff p = n22 = q.

Now, we discuss the classes of graphs having graphs of odd order.

Lemma 3.7

Suppose that p ≥ 5, q ≥ 2 and n ≥ 13 are integers with p, n ≡ 1(mod 2) and q ≡ 0(mod 2). If p > q + 3, then

λmin(C2(p2,q+2)c)<λmin(C2(p,q)c),

where p + q + 2 = n = |V(C2(p – 2, q + 2)c)| = |V(C2(p, q)c)|.

Proof

From equation (2.10), we have f2(–3, p, q) = 117 – (p + q) – 28q(p – 1). Since, for p ≥ 5 and q ≥ 2 f2(–3, p, q) < 0. Therefore, least root of f2(λ, p, q) is λ2 < –3. Also, f2(λ, p – 2, q + 2) = +(5qpq) + (–20 + 4p – 8q + 3pq)λ + (16 – 8p – 15q + pq)λ2 + (39 – 7p + 11q – 5pq)λ3 + (–1 + 7p + 15q – 2pq) λ4 + (–17 + 6p + 6q)λ5 + (–7 + p + q)λ6λ7, and

f2(λ,p,q)f2(λ,p2,q+2)=4(λ+1)(λ12)(λα1+α2α3)(λα1α2α3),

where α1=32(pq),α2=8(pq)232(pq)+33 and α3 = 2((pq) – 2).

If pq → 4, then α1+α2α3 → 0 and α1α2α3 → –3. If pq → +∞, then α1+α2α3 → –1 + 2 and α1α2α3 → –1 – 2 . This shows that for pq ≥ 4, α1+α2α3 ∈ [0, 0.4142[ and α1α2α3 ∈ [–3, –2.4142[. Thus, for p > q + 3 and λ < –3, we have f2(λ, p, q) – f2(λ, p – 2, q + 2) > 0. Also, f2(–3, p – 2, q + 2) < 0 which implies that λmin(C2(p – 2, q + 2)c) < λmin(C2(p, q)c).

Lemma 3.8

Suppose that p ≥ 4, q ≥ 3 and n ≥ 13 are integers with q, n ≡ 1(mod 2) and p ≡ 0(mod 2). If p > q + 3, then

λmin(C2(p2,q+2)c)<λmin(C2(p,q)c),

where p + q + 2 = n.

Proof

From equation (2.12), we have f2 (–3, p, q) = 117 – (p + q) – 28p(q – 1). Since, for p ≥ 4 and q ≥ 3, f2 (–3, p, q) < 0. Therefore, least root of f2 (λ, p, q) is λ2 < –3. Also,

f2(λ,p2,q+2)=(4+p+4qpq)+(20+4p8q+3pq)λ+(2811p12q+pq)λ2+(479p+13q5pq)λ3+(1+7p+15q2pq)λ4+(17+6p+6q)λ5+(7+p+q)λ6λ7,

and

f2(λ,p,q)f2(λ,p2,q+2)=2(λ+1)(λ0.5)(λ0.1861)(λ+2.6861).

Thus, for p > q and λ < –3, we have f2 (λ, p, q) – f2 (λ, p – 2, q + 2) > 0. Also, f2 (–3, p – 2, q + 2) < 0 which implies that λmin( C2 (p – 2, q + 2)c) < λmin( C2 (p, q)c).

Corollary 3.9

Suppose that p ≥ 3, q ≥ 4 and n ≥ 13 are integers with p, n ≡ 1(mod 2) and q ≡ 0(mod 2). If q > p + 3, then λmin(C2(p + 2, q – 2)c) < λmin(C2(p, q)c), where p + q + 2 = n.

Proof

Using Lemma 3.8, if r > s + 3 and r + s + 2 = n then

λmin(C2(r2,s+2)c)<λmin(C2(r,s)c).

Therefore, for n ≡ 1(mod 4), we have

λmin(C2(n7,5)c)<λmin(C2(n5,3)c),λmin(C2(n9,7)c)<λmin(C2(n7,5)c),...,λmin(C2(n52,n+12)c)<λmin(C2(n12,n32)c).

Similarly for n ≡ 3(mod 4), we have

λmin(C2(n7,5)c)<λmin(C2(n5,3)c),λmin(C2(n9,7)c)<λmin(C2(n7,5)c),...,λmin(C2(n32,n12)c)<λmin(C2(n+12,n52)c).

Now, by definition, for n ≡ 1(mod 4), C2 (n – 5, 3) ≅ C2(3, n – 5), C2 (n – 7, 5) ≅ C2(5, n – 7), …, C2(n52,n+12)C2(n+12,n52) and for n ≡ 3(mod 4)’ C2 (n – 5, 3) ≅ C2(3, n – 5), C2 (n – 7, 5) ≅ C2(5, n – 7), …, C2(n32,n12)C2(n12,n32).

Consequently, λmin(C2(p + 2, q – 2)c) < λmin(C2(p, q)c) for q > p, which complete the proof.

Lemma 3.10

Suppose that p ≥ 3 and q ≥ 2 are integers with p ≡ 1(mod 2) and q ≡ 0(mod 2), where p + q + 2 = n is of the cacti. Then

λmin(C2(p,q)c)λmin(C2(n+12,n52)c)aaaifan1(moda4);λmin(C2(n12,n32)c)aaaifan3(moda4);

where equality holds iff p = n+12 and q = n52 with n ≥ 13, and p = n12 and q = n32 with n ≥ 15.

Proof

When n ≡ 1(mod 4), then for p = n+12 and q = n52 , the equations (2.10) becomes f2(3,n+12,n52) = –(n – 7.4647)(n + 1.6075). Thus, for n ≥ 13, we have f2(3,n+12,n52) < 0. (b) When n ≡ 3(mod 4), then for p = n12 and q = n32 , the equation (2.10) becomes, f2(3,n12,n32) = –(n – 5.7569)(n – 0.1001). So, for n ≥ 15, we have f2(3,n12,n32) < 0. Thus, from both the cases least root of f2(λ, p, q) is λ2 < –3.

Now, by Lemma 3.7, if p is greater than q + 3 and λ is less than –3, then λmin(C2(p – 2, q + 2)c) < λmin(C2(p, q)c) and by Corollary 3.9, if q > p, qp ≠ 2 and λ < –3, then λmin(C2(p + 2, q – 2)c) < λmin(C2(p, q)c).

Consequently, for n ≥ 13 and n ≡ 1(mod 4), we have λmin(C2(n+12,n52)c)λmin(C2(p,q)c) with equality if p = n+12 and p = n52 , and (b) for n ≥ 15 and n ≡ 3(mod 4), we have λmin(C2(n12,n32)c)λmin(C2(p,q)c) with equality iff p = n12 and q = n32 . This complete the proof.

4 Characterization

This section includes the main results in which minimizing graphs are characterized in the family of connected graphs with the condition that the complement of each graph is a cactus such that either its each block is only an edge or it has at least one block which is an edge and at least one block which is a cycle. In Lemma 4.1 and 4.2, the basic results are developed which are used in the main results. In Lemma 4.3 and Lemma 4.4, minimizing graphs are characterized in Ω1,nc and Ω2,nc respectively. Finally, in Theorem 4.5 minimizing graphs are characterized in Ωnc=Ω1,ncΩ2,nc.

Lemma 4.1

Let n ≥ 12 and X = (X1, X2, X3, …, Xn)T be a real vector defined on CΩn such that |X1| ≥ |X2| ≥ |X3| ≥ ... ≥ |Xn| and all Xi are either non-negative or non-positive. Then

uvE(C)XuXvuvE(B1(n1))XuXvaifan1(mod2);uvE(B2(n1))XuXvaifan0(mod2);

where equality holds if CB1(n – 1) and CB2(n – 1) respectively.

Proof

Suppose that X is non-negative and discuss the following two cases:

  1. Suppose that CΩn is a cactus graph such that its each block is an edge i.e. CΩ1,n. Let X1 be the value of the vertex vC assigned by X. As n ≥ 10 and is not a bundle, therefore there exist a vertex in C say u which is not adjacent to v. Thus, a vertex w adjacent to u (wu) exists on a path from v to u as C is connected. A new cactus having each block as an edge can be found on the deletion of the edge wu and addition of vu in C. We find a star K1,n–1 with center v by repeating the same process for the non-neighbor of v in the cactus and so on. Thus, we have

    uvE(C)XuXvuvE(C~)XuXvi=2nX1Xi=uvE(K1,n1)XuXv (4.1)
  2. Suppose that CΩn is a cactus graph such that it has at least one block which is an edge and at least one block which is a cycle i.e. CΩ2,n. Assume that k is number of cycles in C, then 1kn22, where n is order of C. Now, we delete an edge in each cycle under the conditions, (i) no two deleted edges of any two cycles have common vertex and (ii) the deleted edge in a cycle which has the vertex with label X1 is not incident on this vertex. Thus, we have a cactus graph such that its each block is an edge, say C i.e. CΩ1,n. Then by Case 1, we have uvE(C)XuXvuvE(K1,n1)XuXv. Now, we add the deleted edges, then

    uvE(C)XuXvaa=uvE(C)XuXv+(Xvr1Xvr1+1+Xvr2Xvr2+1+,...,+XvrkXvrk+1)katermsuvE(K1,n1)XuXv+(Xvr1Xvr1+1+Xvr2Xvr2+1+,...,+XvrkXvrk+1),

    where vr, vr+1, vs, vs+1, …, vt, vt+1 are 2k distinct vertices of C. Moreover, the inequality in (4.1) does not disturb, if we add k terms (Xvr1 Xvr1+1 + Xvr2 Xvr2+1 +, …, + Xvrk Xvrk+1) in its right hand side. Consequently, from both the cases, we have

    uvE(C)XuXvuvE(K1,n1)XuXv+(Xvr1Xvr1+1+Xvr2Xvr2+1+,...,+XvrkXvrk+1). (4.2)

  1. Assume n ≡ 1(mod 2). Since, in K1,n–1, one vertex, say v1 with d(v1) = n – 1 has value X1 and remaining n – 1 pendent vertices have values Xi for 2 ≤ in. Pairing the vertices of degree 1 and joining each pair by an edge, we have n12 edges vivi+1, where iI = {2, 4, …, n – 1}. Thus, (Xvr Xvr+1 + Xvs Xvs+1 +, …, + Xvt Xvt+1) ≤ iI XiXi+1. Since, uvE(K1,n1) XuXv + iI XiXi+1 = uvE(B1(n1)) XuXv. Consequently (4.2) becomes, uvE(C) XuXv uvE(B1(n1)) XuXv, where equality holds if C has one vertex of degree n – 1 and remaining n – 1 vertices are of degree two, i.e. CB1(n – 1).

  2. Assume n ≡ 0(mod 2). Since, in K1,n–1, one vertex, say v1 with d(v1) = n – 1 has value X1 and remaining n – 1 pendent vertices have values Xi for 2 ≤ in. Pairing the n – 2 vertices of degree 1 and joining each pair by an edge, we have n22 edges vivi+1, where iI = {2, 4, …, n – 2}. Thus, (Xvr1 Xvr1+1 + Xvr2 Xvr2+1 +, …, + Xvrk Xvrk+1) ≤ iI XiXi+1. Since, uvE(K1,n1) XuXv + iI XiXi+1 = uvE(B2(n1)) XuXv.

So, (4.2) takes form uvE(C) XuXv uvE(B2(n1)) XuXv, where equality holds if C has one pendent vertex, one of degree n – 1 and n – 2 with degree 2, i.e. C = B2(n – 1).

Lemma 4.2

For n ≥ 12 and Cc Ωnc , the first eigenvector X of Cc has at least 2 negative and 2 positive entries.

Proof

Assume that there is a unique vertex vCc having positive value labeled by X. The degree of v in Cc is non-zero, i.e dCc(v) ≠ 0. As, if dCc(v) = 0, then C is a bundle, which is a contradiction to the construction of Ωnc . Consequently, 1 ≤ dCc(v) ≤ n – 1. Let u be another vertex in Cc. Since all the vertices are supposed to have negative values except v, we claim uv, otherwise (2.2) does not holds for uCc as λ Xu > 0 and wNG(u) Xw < 0 ⇒ λXu wNG(u) Xw. Consequently, dCc(v) = n – 1 for each vCc. It shows that C is disconnected, which is a contradiction to the construction of Ωnc . Similarly, we can prove, if vCc is a unique vertex with negative value assigned by X.

Lemma 4.3

Suppose that C is a cactus graph such that Cc Ω2,nc and |V(C)| = n = p + q + 2 ≥ 12.

  1. If n ≡ 0(mod 2), then either λmin(C1(p, q)c) ≤ λmin(Cc), or λmin( C1 (p, q)c) ≤ λmin(Cc), where equalities hold if CC1(p, q) or C C1 (p, q), respectively.

  2. If n ≡ 1(mod 2), then λmin(C2(p, q)c) ≤ λmin(Cc) with equality if CC2(p, q).

Proof

Assume X is a unit first eigenvector of Cc. Define V+ = {v : Xv ≥ 0, vV(Cc)} and V = {v : Xv < 0, vV(Cc)} such that |V+|, |V| ≥ 2 by Lemma 4.2. Suppose that the subgraphs C+ and C of C are induced by the vertex sets V+ and V respectively and EΦ is subset of E(C) with one end in C+ and other in C. Thus, we have

uvE(C)XuXv=uvE(C+)XuXv+uvE(C)XuXv+uvEXuXv. (4.3)

  1. Assume that n ≡ 0(mod 2), where n = p + q + 2. Let be a graph obtained from C by some possible addition or deletion of edges in C+ and C such that the subgraph + and of induced by C+ and C are cactus graphs satisfying one of the following possibilities, (i) each block of one of the subgraphs + and is an edge and other has at least one block which is a cycle and at least one block which is an edge, (ii) all the blocks of both the subgraphs + and are cycles, (iii) all the blocks of one subgraph are edges and of other are cycles, (iv) each block of one of the subgraphs + and is a cycle and other has at least one block which is a cycle and at least one block which is an edge, and (v) both the subgraphs + and have at least one block which is a cycle and at least one block which is an edge.

    For (i), suppose + is a cactus such that its each block is an edge, otherwise we take –X as a first eigenvector. Let u be a vertex of + with maximum modulus among all the vertices, then by discussion of equation (4.1) in Lemma 4.1, we obtain a cactus with each block as an edge which is infect a star K1,p. Similarly, suppose that v is a vertex with maximum modulus among all the vertices of . Firstly, we delete an edge in each block such that no two deleted edges of any two blocks have a common vertex in and the deleted edge in a block which has v is not incident on this vertex. Thus, we obtain a subgraph of such that its each block is an edge. Then by the same discussion as of equation (4.2) in Lemma 4.1, we obtain a cactus with at least one block as a cycle and at least one block as an edge which is infect a star K1,q with edges among the pendent vertices having different end points.

    Since n ≡ 0(mod 2) and n = p + q + 2, where n = |V+V| = |+|, p + 1 = |V+| = |+| and q + 1 = |V| = ||. Therefore, either both p and q are even or odd.

    Suppose p and q both are even. By pairing the pendent vertices of the star K1,p which is obtained from + and joining them by edges, we have a bundle B1(p) with center u having maximum modulus value, where p + 1 = |V+| ≥ 3 is odd. Similarly, pair the remaining possible pendent vertices of the subgraph obtained from and join them by edges. Thus, we obtain a bundle B1(q) with center v having maximum modulus value, where q + 1 = |V+| ≥ 3 is odd. Thus, by Lemma 4.1 (a), we have

    uvE(C+)XuXvuvE(C¯+)XuXvuvE(B1(p))XuXv (4.4)

    and

    uvE(C)XuXvuvE(C¯)XuXvuvE(B1(q))XuXv. (4.5)

    Suppose p and q both are odd. By pairing the pendent vertices of the star which is obtained from + and joining them by edges, we have a bundle B2(p) with center u having maximum modulus value, where p + 1 = |V+| ≥ 4 is even. Similarly, pair the remaining possible pendent vertices of the subgraph obtained from and join them by edges. Thus, we obtain a bundle B2(q) with center v having maximum modulus value, where q + 1 = |V+| ≥ 4 is even. Thus, by Lemma 4.1 (b), we have

    uvE(C+)XuXvuvE(C¯+)XuXvuvE(B2(p))XuXv, (4.6)
    uvE(C)XuXvuvE(C¯)XuXvuvE(B2(q))XuXv. (4.7)

    Assume that u+ and v have minimum modulus values. Then

    uvEXuXvXuXv. (4.8)

    Using (4.4), (4.5), (4.8) and (4.6), (4.7), (4.8) in (4.3) respectively, we have

    uvE(C)XuXvuvE(B1(p))XuXv+uvE(B1(q))XuXv+XuXv, (4.9)
    uvE(C)XuXvuvE(B2(p))XuXv+uvE(B2(q))XuXv+XuXv. (4.10)

    Since pq ≥ 2. Therefore, if we take uB1(p), vB1(q) of degree 2 and uB2(p), vB2(q) of degree 1. Then (4.9) and (4.10) becomes,

    uvE(C)XuXvuvE(C1(p,q))XuXv, (4.11)
    uvE(C)XuXvuvE(C1(p,q))XuXv. (4.12)

    Now by the equations (2.1)-(2.4) and (4.11), we have λmin(Cc) = XTA(Cc)X = XT(JIA(C))X = XT(JI)XXTA(C)XXT(JI)XXTA(C1(p, q))X = XTA(C1(p, q)c)Xλmin(C1(p, q)c) ⇒ λmin(C1(p, q)c) ≤ λmin(Cc). Similarly by equations (2.1)-(2.4) and (4.12), we have λmin( C1 (p, q)c) ≤ λmin(Cc).

    Thus, for n ≡ 0(mod 2), either λmin(C1(p, q)c) ≤ λmin(Cc) or λmin( C1 (p, q)c) ≤ λmin(Cc), where p + q + 2 = n. On the same way, it can be prove that the results are also true for all the possibilities (ii)-(v).

  2. Assume that n ≡ 1(mod 2), where n = p + q + 2. Let be a graph obtained from C with subgraph + and induced from C+ and C are cactus graphs satisfying any one of the possibilities which are stated in (a). For (i), we proceed same as in (a) and find the cactus graphs which are infect stars with some possible edges among the pendent vertices having different end points from both the subgraphs + and after the deletion and addition of some edges. Since n ≡ 1(mod 2) and n = p + q + 2, where n = |V+V| = |+|, p + 1 = |V+| = |+| and q + 1 = |V| = ||. Therefore, either p is even and q is odd or vice versa. Without loss of generality, we assume p as odd and q even.

    Suppose that u and u in +, and v and v in have have maximum and minimum modulus values respectively. Then by the same discussion as in (a) with the help of Lemma 4.1, we have

    uvE(C+)XuXvuvE(C¯+)XuXvuvE(B2(p))XuXv, (4.13)
    uvE(C)XuXvuvE(C¯)XuXvuvE(B1(q))XuXv, (4.14)

    and

    uvEXuXvXuXv, (4.15)

    where the bundle B2(p) has center u with maximum modulus value and p + 1 = |V+| ≥ 4 is even. Similarly, the bundle B1(q) has center v, with maximum modulus value and q + 1 = |V+| ≥ 3 is odd. Now, using (4.13), (4.14) and (4.15) in (4.3), we have

    uvE(C)XuXvuvE(B2(p))XuXv+uvE(B1(q))XuXv+XuXv. (4.16)

    Since p, q ≥ 2. Therefore, if we take uB2(p) and vB1(p) such that degree of u in B2(p) is 1 and degree of v in B1(q) is 2. Thus, (4.16) becomes

    uvE(C)XuXvuvE(C2(p,q))XuXv. (4.17)

Now by the equations (2.1)-(2.4) and (4.17), λmin(C2(p, q)c) ≤ λmin(Cc), where n = p + q + 2 > 10 and n ≡ 1(mod 2). Similarly, it also can be prove for all other possibilities.

Now finally we prove that there does not exist any vertex in V+ such that its value given by X is zero and E has exactly one edge. Firstly, among the vertices of C1(p, q), we prove that v2 = u and v4 = u are unique ones in C+ and, v5 = v and v7 = v are unique ones in C with maximum and minimum modulus, respectively. For this, we will show 0 ≤ X4 < X3 < X1 < X2 and X7 < X8 < X6 < X5 < 0. By Lemma 4.2, we have X1, X2, X3 non negative and X4, X5, X6, X7, X8 negative values in the first eigenvector X of C1(p, q)c. By (2.5), λ1(X2X1) = –(p – 4)X1X3X4 < 0, (λ1 + 1)(X1X3) = –(X1X4) < 0, and λ1(X3X4) = X5 < 0 ⇒ X2X1 > 0, X1X3 > 0 and X3X4 > 0. Thus

0X4<X3<X1<X2. (4.18)

Similarly, λ1(X8X7) = X5 + X6 + (q – 4)X8 < 0, (λ1 + 1)(X6X8) = –X5 + X8 < 0 and λ1(X5X6) = –X4 < 0 ⇒ X8X7 > 0, X5X6 > 0 and X6X8 > 0. Thus

X7<X8<X6<X5<0. (4.19)

If any one of the vertices v1, v2 and v3 has value zero assigned by X, then by (4.18) X3 = 0 = X4. Moreover, by (2.5), we have X5 = 0 = X6, which is a contradiction to the construction of V and C. If the value of the vertex v4 labeled by X is zero, then by (2.5), λ1(X5X6) = 0 ⇒ X5 = X6 which is a contradiction to (4.19) (i.e. X5 is a unique one in C). Consequently, X1, X2, X3 and X4 are non zero positive values of X. Thus, vV+ such that Xv = 0. By (4.4), (4.5), (4.8), (4.9) and the above discussion, we have C+ = + = B1(p), C = = B1(q) and E has only one edge uv = v4v5 in B1(p, q). Similarly, we can prove for B1 (p, q) and B2(p, q). This complete the proof.

Similarly, we can prove the following result:

Lemma 4.4

Suppose that C is a cactus graph of order n = p + q + 2 ≥ 10 such that Cc Ω1,nc .

  1. If n ≡ 0(mod 2), then either λmin(C1(p, q)c) < λmin(Cc) or λmin( C1 (p, q)c) < λmin(Cc).

  2. If n ≡ 1(mod 2), then λmin(C2(p, q)c) < λmin(Cc).

Theorem 4.5

Suppose that C is a cactus graph of order n such that CcΩnc=Ω1,ncΩ2,nc.

  1. Assume that n ≡ 0(mod 2), p, q ≥ 4 and n = p + q + 2:

    1. For p, q ≡ 0(mod 2);

      1. If n ≥ 14 and n ≡ 2(mod 4), then λmin(C1(n22,n22)c) λmin(C1(p, q)c) ≤ λmin(Cc), where equalities hold if C C1(n22,n22) λmin(C1(p, q)),

      2. If n ≥ 12 and n ≡ 0(mod 4), then λmin(C1(n2,n42)c) λmin(C1(p, q)c) ≤ λmin(Cc), where equalities hold if C C1(n2,n42) λmin(C1(p, q)),

    2. For p, q ≡ 1(mod 2);

      1. If n ≥ 14 and n ≡ 2(mod 4), then λmin(C1(n2,n42)c) λmin( C1 (p, q)c) ≤ λmin(Cc), where equalities hold if C C1(n2,n42) λmin( C1 (p, q)),

      2. If n ≥ 12 and n ≡ 0(mod 4), then λmin(C1(n22,n22)c) λmin( C1 (p, q)c) ≤ λmin(Cc), where equalities hold if C C1(n22,n22) λmin( C1 (p, q)).

  2. Assume that n ≡ 1(mod 2), p ≡ 1(mod 2) and q ≡ 0(mod 2):

    1. If n ≥ 13 and n ≡ 1(mod 4), then λmin(C2(n+12,n52)c) λmin(C2(p, q)c) ≤ λmin(Cc), where equalities hold if C C2(n+12,n52) λmin(C2(p, q)),

    2. If n ≥ 15 and n ≡ 3(mod 4), then λmin (C2(n12,n32)c) λmin(C2(p, q)c) ≤ λmin(Cc), with equality if C C2(n12,n32) λmin(C2(p, q)).

Proof

The result follows from Lemma 3.3-Lemma 3.5 and Lemma 4.3-Lemma 4.4.

5 Conclusions

Petrović et al. [23] explored a unique cactus as a minimizing graph from the class of cacti such that the order of each cactus is n. But, it is noted that the complement of the proposed minimizing graph is disconnected. In this paper, we characterize the minimizing graphs in a collection of connected graphs such that the complement of each graph of order n is a cactus with the condition that either its each block is only an edge or it has at least one block which is an edge and at least one block which is a cycle. However, the problem is still open to characterize the minimizing graphs in a collection of connected graphs whose complements are in the complete class of cacti (each block of a cactus is only an edge, at least one block is an edge and at least one block is a cycle, or each block is a cycle).

Acknowledgement

The authors are indebted to the anonymous referee for his valuable comments to improve the original version of this paper. The first author is supported by NSFC of China (No.11701530) and the Fundamental Research Funds for the Central Universities (No.2652017146).

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Received: 2018-11-06
Accepted: 2019-08-27
Published Online: 2019-11-28

© 2019 Wang et al., published by De Gruyter

This work is licensed under the Creative Commons Attribution 4.0 Public License.

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  1. Regular Articles
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  3. Centralizers of automorphisms permuting free generators
  4. Extreme points and support points of conformal mappings
  5. Arithmetical properties of double Möbius-Bernoulli numbers
  6. The product of quasi-ideal refined generalised quasi-adequate transversals
  7. Characterizations of the Solution Sets of Generalized Convex Fuzzy Optimization Problem
  8. Augmented, free and tensor generalized digroups
  9. Time-dependent attractor of wave equations with nonlinear damping and linear memory
  10. A new smoothing method for solving nonlinear complementarity problems
  11. Almost periodic solution of a discrete competitive system with delays and feedback controls
  12. On a problem of Hasse and Ramachandra
  13. Hopf bifurcation and stability in a Beddington-DeAngelis predator-prey model with stage structure for predator and time delay incorporating prey refuge
  14. A note on the formulas for the Drazin inverse of the sum of two matrices
  15. Completeness theorem for probability models with finitely many valued measure
  16. Periodic solution for ϕ-Laplacian neutral differential equation
  17. Asymptotic orbital shadowing property for diffeomorphisms
  18. Modular equations of a continued fraction of order six
  19. Solutions with concentration and cavitation to the Riemann problem for the isentropic relativistic Euler system for the extended Chaplygin gas
  20. Stability Problems and Analytical Integration for the Clebsch’s System
  21. Topological Indices of Para-line Graphs of V-Phenylenic Nanostructures
  22. On split Lie color triple systems
  23. Triangular Surface Patch Based on Bivariate Meyer-König-Zeller Operator
  24. Generators for maximal subgroups of Conway group Co1
  25. Positivity preserving operator splitting nonstandard finite difference methods for SEIR reaction diffusion model
  26. Characterizations of Convex spaces and Anti-matroids via Derived Operators
  27. On Partitions and Arf Semigroups
  28. Arithmetic properties for Andrews’ (48,6)- and (48,18)-singular overpartitions
  29. A concise proof to the spectral and nuclear norm bounds through tensor partitions
  30. A categorical approach to abstract convex spaces and interval spaces
  31. Dynamics of two-species delayed competitive stage-structured model described by differential-difference equations
  32. Parity results for broken 11-diamond partitions
  33. A new fourth power mean of two-term exponential sums
  34. The new operations on complete ideals
  35. Soft covering based rough graphs and corresponding decision making
  36. Complete convergence for arrays of ratios of order statistics
  37. Sufficient and necessary conditions of convergence for ρ͠ mixing random variables
  38. Attractors of dynamical systems in locally compact spaces
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  40. Statistical approximation properties of λ-Bernstein operators based on q-integers
  41. An investigation of fractional Bagley-Torvik equation
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  44. Embedding of Supplementary Results in Strong EMT Valuations and Strength
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  46. A General Version of the Nullstellensatz for Arbitrary Fields
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  48. Random Polygons and Estimations of π
  49. The optimal pebbling of spindle graphs
  50. MBJ-neutrosophic ideals of BCK/BCI-algebras
  51. A note on the structure of a finite group G having a subgroup H maximal in 〈H, Hg
  52. A fuzzy multi-objective linear programming with interval-typed triangular fuzzy numbers
  53. Variational-like inequalities for n-dimensional fuzzy-vector-valued functions and fuzzy optimization
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  56. Hyper-Wiener indices of polyphenyl chains and polyphenyl spiders
  57. Razumikhin-type theorem on time-changed stochastic functional differential equations with Markovian switching
  58. Fixed Points of Meromorphic Functions and Their Higher Order Differences and Shifts
  59. Properties and Inference for a New Class of Generalized Rayleigh Distributions with an Application
  60. Nonfragile observer-based guaranteed cost finite-time control of discrete-time positive impulsive switched systems
  61. Empirical likelihood confidence regions of the parameters in a partially single-index varying-coefficient model
  62. Algebraic loop structures on algebra comultiplications
  63. Two weight estimates for a class of (p, q) type sublinear operators and their commutators
  64. Dynamic of a nonautonomous two-species impulsive competitive system with infinite delays
  65. 2-closures of primitive permutation groups of holomorph type
  66. Monotonicity properties and inequalities related to generalized Grötzsch ring functions
  67. Variation inequalities related to Schrödinger operators on weighted Morrey spaces
  68. Research on cooperation strategy between government and green supply chain based on differential game
  69. Extinction of a two species competitive stage-structured system with the effect of toxic substance and harvesting
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  72. Pricing under dynamic risk measures
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  74. A degree approach to relationship among fuzzy convex structures, fuzzy closure systems and fuzzy Alexandrov topologies
  75. S-shaped connected component of radial positive solutions for a prescribed mean curvature problem in an annular domain
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  77. A new way to represent functions as series
  78. Stability and Hopf bifurcation periodic orbits in delay coupled Lotka-Volterra ring system
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  80. Lyapunov stable homoclinic classes for smooth vector fields
  81. Stabilizers in EQ-algebras
  82. The properties of solutions for several types of Painlevé equations concerning fixed-points, zeros and poles
  83. Spectrum perturbations of compact operators in a Banach space
  84. The non-commuting graph of a non-central hypergroup
  85. Lie symmetry analysis and conservation law for the equation arising from higher order Broer-Kaup equation
  86. Positive solutions of the discrete Dirichlet problem involving the mean curvature operator
  87. Dislocated quasi cone b-metric space over Banach algebra and contraction principles with application to functional equations
  88. On the Gevrey ultradifferentiability of weak solutions of an abstract evolution equation with a scalar type spectral operator on the open semi-axis
  89. Differential polynomials of L-functions with truncated shared values
  90. Exclusion sets in the S-type eigenvalue localization sets for tensors
  91. Continuous linear operators on Orlicz-Bochner spaces
  92. Non-trivial solutions for Schrödinger-Poisson systems involving critical nonlocal term and potential vanishing at infinity
  93. Characterizations of Benson proper efficiency of set-valued optimization in real linear spaces
  94. A quantitative obstruction to collapsing surfaces
  95. Dynamic behaviors of a Lotka-Volterra type predator-prey system with Allee effect on the predator species and density dependent birth rate on the prey species
  96. Coexistence for a kind of stochastic three-species competitive models
  97. Algebraic and qualitative remarks about the family yy′ = (αxm+k–1 + βxmk–1)y + γx2m–2k–1
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  100. Embeddings of harmonic mixed norm spaces on smoothly bounded domains in ℝn
  101. Asymptotic behavior for non-autonomous stochastic plate equation on unbounded domains
  102. Power graphs and exchange property for resolving sets
  103. On nearly Hurewicz spaces
  104. Least eigenvalue of the connected graphs whose complements are cacti
  105. Determinants of two kinds of matrices whose elements involve sine functions
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  121. L-topological-convex spaces generated by L-convex bases
  122. An optimal fourth-order family of modified Cauchy methods for finding solutions of nonlinear equations and their dynamical behavior
  123. New error bounds for linear complementarity problems of Σ-SDD matrices and SB-matrices
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  127. Regular Banach space net and abstract-valued Orlicz space of range-varying type
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  130. On a fixed point theorem with application to functional equations
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  132. Rough quotient in topological rough sets
  133. Split Hausdorff internal topologies on posets
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  136. Special Issue on Graph Theory (GWGT 2019)
  137. The general position problem and strong resolving graphs
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