Applied Mathematics and Computation 344–345 (2019) 107–115
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Applied Mathematics and Computation journal homepage: www.elsevier.com/locate/amc
On some properties of graph irregularity indices with a particular regard to the σ -index Tamás Réti Obuda University, Népszínház str. 8, Budapest H-1081, Hungary
a r t i c l e
i n f o
Keywords: Graph irregularity Complete split graph Stepwise irregular graph
a b s t r a c t Some well-known graph irregularity indices of a connected graph G are investigated. Our study is focused mainly on the comparison of the Bell’s degree-variance (Var(G)) and the Collatz–Sinogowitz irregularity index (CS(G)) with the recently introduced σ (G) irregularity index. It is a degree-based topological invariant calculated as σ (G ) = F (G ) − 2M2 (G ) where M2 (G) is the second Zagreb index, F (G ) = d3 (v ), and d (v ) is the degree of the vertex v in G. By introducing the notion of the complete split-like graphs representing a broad subclass of bidegreed connected graphs, it is shown that for these graphs the equality σ (G ) = n2Var (G ) holds. © 2018 Elsevier Inc. All rights reserved.
1. Introduction All graphs considered in this study are finite simple connected graphs. For a graph G with n vertices and m edges, V(G) and E(G) denote the set of vertices and edges, respectively. To avoid trivialities, we always assume that n ≥ 3. The degree of a vertex v is the number of edges incident to v, and denoted by d (v ) where d (v ) ≥ 1. Let = (G ) and δ = δ (G ) be the maximum and the minimum degrees, respectively, of vertices of G. An edge of G connecting vertices u and v is denoted by uv. For two different vertices u and w, the distance d (u, w ) between u and w is the number of edges in a shortest path connecting them. The diameter of a connected graph G denoted by diam(G) is the maximum distance between any two vertices of G. Using the standard terminology [10,16,18,32], let A = A(G ) be the adjacency matrix of G. The spectrum of a graph G denoted by Spec(G) is the set of graph eigenvalues of the adjacency matrix. For a graph G, we denote by λ(G) the largest eigenvalue of A(G) and call it the spectral radius of G. A graph is R-regular if all its vertices have the same degree R, contrarily it is irregular. A universal vertex of a graph is a vertex adjacent to all other vertex. A connected graph G is said to be bidegreed with degrees and δ ( > δ if at least one vertex of G has degree and at least one vertex has degree δ , and if no vertex of G has a degree different from or δ . A connected bidegreed bipartite graph G(, δ ) is called semiregular if each vertex in the same part of bipartition has the same degree. Based on the considerations outlined in [3,21], a graph G is stepwise irregular if for any edge uv, it holds that |d (u ) − d (v )| ≤ 1 , and it is strictly stepwise irregular if for any edge uv, it holds that |d (u ) − d (v )| = 1 . The traditional complete bipartite graphs Kp, q with q = p + 1 represent a subset of strictly stepwise irregular graphs.
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An n-vertex complete split graph KS(n, q) is a connected bidegreed graph consisting of an independent set of n − q vertices and a clique of q vertices, such that each vertex of the independent set is adjacent to each vertex of the clique [5,7,8,32]. 2. Preliminary considerations By definition, a topological invariant IT(G) of a graph G is called an irregularity index, if IT(G) ≥ 0 and IT (G ) = 0 if and only if graph G is a regular graph. There exist several degree-based and eigenvalue-based graph irregularty indices [1,2,6,9,14,20,23,28,29]. The irregularity of a connected n-vertex and m-edge graph can be characterized by the Collatz-Sinogowitz irregularity index [14]
CS(G ) = λ(G ) −
2m n
(1)
where λ is the spectral radius of the graph G. Due to the simple computation, the majority of irregularity indices are degree-based. In the mathematical chemistry the most frequently used graph irregularity indices are the variance of degree VAR(G) introduced by Bell [9]
V ar (G ) =
2 m 2 1 1 2 1 2 d (u ) − 2 d (u ) 2 = d (u ) − n n n n u∈V
u∈V
(2)
u∈V
and the Albertson’s irregularity index [6]
AL(G ) =
|d ( u ) − d ( v )|.
(3)
uv∈E
Let M1 (G) and M2 (G) be the first and second Zagreb indices of a graph G defined as [19,22,27,33,34,36,38] M1 (G ) = 2 u∈V d (u ) and M2 (G ) = uv∈E d (u )d (v ) and denote by F(G) the so-called forgotten topological index introduced in [17] and defined as
F (G ) =
d 3 ( u ).
u∈V
Using the degree-based topological invariants M1 (G), M2 (G) and F(G) several versions of irregularity indices can be generated. By the natural extension of the Albertson irregularity index the so-called σ -index has been introduced [24]
σ (G ) =
d (u ) − d (v ) 2 .
(4)
uv∈E
Some elementary properties of σ (G) irregularity index are listed in [3]: • • • • • •
σ (G ) = CS(G ) = V ar (G ) = AL(G ) = 0 if and only if G is regular. σ ( G ) = F ( G ) − 2M2 ( G ). If G is a connected graph with n vertices and m edges, then σ (G ) ≤ m(n − 2 )2 with equality if and only if G is a star. If T is a tree graph on n-vertices, then σ (T ) ≤ (n − 1 )(n − 2 )2 with equality if and only if T is a star. σ (G ) = AL(G ) = m if and only if G is a strictly stepwise irregular graph. For any irregular graph G, σ (G) is an even integer.
Recently, it has been proved that connected graphs with maximal σ -irregularity are represented by a particular set of complete split graphs [3]. Starting with the Zagreb indices several irregularity indices of new type can be established. Such irregularity indices are [28,29]
IRM1 (G ) =
IRM2 (G ) =
2m M1 ( G ) − = V ar (G ) n n 2m M2 ( G ) − . n n
M1 ( G ) 2m −1 + n n
(5)
(6)
Using the inequality reported in [13] a simple measure of the irregularity of a graph can be constructed. It is defined as
IRC (G ) = F (G ) −
2m M1 ( G ) ≥ 0 . n
(7)
Additionally, we introduce a novel irregularity index IRV(G) which is considered as a modified version of Var(G) index
IRV (G ) = n2V ar (G ).
(8)
The irregularity index IRV(G) will play a central role in the following investigations. It is easy to see that if graphs GA and GB have identical degree sequences then equalities IRM1 (GA ) = IRM1 (GB ), IRC (GA ) = IRC (GB ) and IRV (GA ) = IRV (GB ) hold.
T. Réti / Applied Mathematics and Computation 344–345 (2019) 107–115
Lemma 1 ([37]). Let G be a connected graph with a spectral radius λ. Then λ2 (G ) ≥ a regular connected graph or a semiregular bipartite graph.
M1 ( G ) n
109
with equality if and only if G is either
Proposition 1. Let G be a connected graph with n vertices, m edges and a spectral radius λ. Then
IRV (G ) = n2V ar (G ) ≤ (2mn + λn2 )(CS(G ) and equality holds if G is regular or semiregular. Proof. According to Lemma 1 if G is a connected graph then the inequality λ2 (G ) ≥
n2V ar (G ) = n2
M1 ( G ) n
−
2 m 2 n
≤ n2
Moreover, if G is semiregular, then λ2 (G ) =
λ+
is valid. It follo ws that
2m 2m 2m = n2 λ + CS(G ). λ− n n n
M1 ( G ) n ,
consequently
M1 ( G ) n
n2V ar (G ) = (2mn + λn2 )CS(G ) = 2nm + n2
M1 ( G ) CS(G ). n
In what follows the relations between that above irregularity indices are investigated with a particular regard to σ (G), IRV(G) and CS(G) indices. Our further investigations are closely related to the connected graphs having exactly two main eigenvalues [12,25,30,31]. An eigenvalue ρ of the adjacency matrix is said to be a main eigenvalue of a graph G, if the eigenspace (ρ ) is not orthogonal to the all-one vector j whose all coordinates are equal to one [16]. The spectral radius λ of a graph G is always a main eigenvalue, and a graph G has exactly one mai n eigenvalue if and only if G is regular. We will focus on the case where G is a bidegreed graph possessing exactly two main eigenvalues denoted by λ and μ where λ > μ. As it is known, the complete split graphs, the semiregular graphs, the wheel graphs and the friendships graphs belong to the family of bidegreed graphs having 2 main eigenvalues [5,7,8,11,31]. 3. Some properties of complete split graphs For complete split graphs the Collatz–Sinogowitz irregularity index and the σ index can be simply computed. Lemma 2 ([26]). Let G be a connected n-vertex and m-edge graph with the spectral radius λ(G). Then
λ (G ) ≤
δ−1+
( δ + 1 )2 + 4 ( 2m − δ n ) 2
.
Equality holds if and only if G is regular or a bidegreed graph in which each vertex is of degree either δ or n − 1. As a consequence of Lemma 1 the following corollary yields: Corollary 1. In the case of complete split graphs, = n − 1, δ = q hold, this implies that for their edge number
m(KS(n, q )) = δ (n − δ ) + δ (δ − 1 )/2 = q(n − q ) + q(q − 1 )/2 consequently,
2m(KS(n, q )) = (2n − 1 )δ − δ 2 = (2n − 1 )q − q2 . Using Lemma 1 one obtains for the corresponding spectral radius [7,8]:
1 1 δ − 1 + (δ + 1 )2 + 4(2m − δ n ) = q − 1 + 4qn − 3q2 − 2q + 1 . 2 2
λ(KS(n, q )) =
Based on the above equation, the Collatz–Sinogowitz irregularity index of a complete split graph can be calculated as
CS(KS(n, q )) =
1 1 (q − 1 + 4qn − 3q2 − 2q + 1) − 2q + (q + q2 ). 2 n
It is interesting to note that
lim
n→∞
2m(KS(n, q )) n
= lim 2q − n→∞
q + q2 = 2q n
this implies that the inequality n − 2 ≥ q ≥ m/n ≥ 1 holds where x denotes the least integer no less then x. Lemma 3 ([8]). Let KS(n, q) be a complete split graph. Then KS(n, q) has two main eigenvalues λ and μ < λ. These are:
λ= μ=
q−1+
q−1−
4qn − 3q2 − 2q + 1 2
4qn − 3q2 − 2q + 1 . 2
(9)
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In the formulas above, λ is the spectral radius, and μ is the smallest eigenvalue. Moreover it follows that for a complete split graph
λ + μ = q − 1 ≥ 0. Lemma 4 ([30]). Let G be a connected graph with mean degree 2m/n, and just two main eigenvalues, λ and μ < λ, where λ is the spectral radius of G. Then
V ar (G ) =
2 m 2 2m 2m 2m 1 2 d (u ) − = λ− − μ = CS(G ) −μ n n n n n
(10)
u∈V (G )
Lemma 5. Let KS(n, q) be a complete split graph. Then
V ar (KS(n, q )) =
2 m 2 2m 2m 1 2 d (u ) − = q (n − q ) − −q+1 . n n n n
(11)
u∈V (G )
Proof. Because a complete split graph has exactly two main eigenvalues, by performing simple computations the result follows from Lemma 2 and Lemma 4. Lemma 6. Let KS(n, q) be a complete split graph with m edges. Because m(KS(n, q )) = q(q − n ) + q(q − 1 )/2 one obtains that
σ (KS(n, q )) =
q (q − 1 ) (d (u ) − d (v ))2 = m − (n − 1 − q )2 = q(n − q )(n − 1 − q )2 . 2
uv∈E
Lemma 7. Let KS(n, q) be a complete split graph. Then by Lemma 5 we get
n2V ar (KS(n, q )) = n2 q(n − q ) −
2m 2m − q + 1 = q(n − q )n2 − 2m(2m − qn + n ). n n
From above Lemmas one obtains the following proposition. Proposition 2. Let KS(n, q) be a n-vertex and m-edge complete split graph. Then
M1 (KS(n, q )) = (n − q )q2 + q(n − 1 )2 and
n2V ar (KS(n, q )) = n2
M1 (KS(n, q ))
− n 2 2 −[(2n − 1 )q − q ]
2 m 2 n
= nM1 (KS(n, q )) − 4m2 = n[(n − q )q2 + q(n − 1 )2 ]
consequently,
σ (KS(n, q )) = n2V ar (KS(n, q )) = q(n − q )(q − 1 − q )2 .
(12)
Lemma 8 ([5]). Let H be an n-vertex and m-edge connected graph with exactly two main (distinct) eigenvalues λ(H) and μ(H). Then
μ (H ) =
M1 (H ) − 2mλ(H ) . 2 m − nλ ( H )
(13)
Using Lemma 4 and Lemma 8 the following proposition can be obtained. Proposition 3. Let H be a connected n-vertex and m-edge graph with exactly two main eigenvalues λ > μ, where λ is the spectral radius of H. Then
n2V ar (H ) = n2
λ−
2m 2m − μ = (2mn − μn2 )CS(H ) n n
where μ is computed by Eq. (13). 4. Well-stabilized graphs Based on the concept outlined in [39], a connected graph is said to be a well-stabilized graph, if any two non-adjacent vertices have equal degrees. It is obvious that connected regular graphs are well-stabilized. Among irregular bidegreed graphs, the star graphs, the complete bipartite graphs, the bidegreed complete multipartite graphs, the friendship graphs FRk constructed by joining k copies of the cycle C3 with a common vertex, the wheel graphs Wn with n ≥ 5 vertices can be considered as particular types of well-stabilized graphs. Small well-stabilized graphs are illustrated in Fig. 1. Example 1. Consider the complete bipartite graph Kp, q . Because Kp, q is a well-stabilized graph then
√
σ (Kp,q ) = n2V ar (Kp,q ) = (2mn + n2 m )CS(Kp,q ).
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Fig. 1. Small well-stabilized graphs with 6 and 7 vertices.
Proof. For the complete bipartite graph Kp, q with n vertices and m edges we have n = p + q, m = pq, M1 (K p,q ) = nm and √ √ λ(Kp,q ) = pq = m. Moreover,
σ (Kp,q ) =
(d (u ) − d (v ))2 = m( p − q )2
uv∈E
and
V ar (K p,q ) =
√ M1 (K p,q ) 2m 2 4m2 2m 2m √ − =m− 2 = m+ m− . n n n n n
This implies that
n2V ar (K p,q ) = n2 m − 4m2 = m(n2 − 4m ) = m(( p + q )2 − 4 pq ) = m( p − q )2 = σ (K p,q ). Because
CS(K p,q ) = λ −
2m √ 2m = m− n n
one obtains that
n2V ar (K p,q ) = n2
√
m+
√ 2m 2m √ m− = (2mn + n2 m )CS(K p,q ). n n
As a particular case, for a star graph K1,n−1 , m = n − 1, λ(K1,n−1 ) =
√ n − 1 hold. This implies that
σ (K1,n−1 ) = n2V ar (K1,n−1 ) = (2n(n − 1 ) + n2 n − 1 )CS(K1,n−1 ).
Remark 1. It should be noted the complete bipartite graphs Kp, q with p = q are semiregular and well-stabilized graphs, but there exist semiregular graphs not belonging to the family of well-stabilized graphs. For example, the 12-vertex subdivision graph of complete graph K4 is a semiregular and strictly stepwise irregular graph, but not a well-stabilized graph. Example 2. Consider the friendship graph FRk with n = 2k + 1 vertices and m = 3k edges. Graphs FRk are well-stabilized bidegreed graphs having exactly two main eigenvalues λk and μk , [4]:
λk = 1 + 1 + 8k /2
and
μk = 1 − 1 + 8 k / 2 .
For the friendship graphs the following identity holds:
σ (F Rk ) = n2V ar (F Rk ) = (2mn − μk n2 )CS(F Rk ). Proof. It is easy to see that
σ ( F Rk ) =
(d (u ) − d (v ))2 = 8k(k − 1 )2 .
uv∈E
On the other hand, because M1 (F Rk ) = 8k + 4k2 this implies that
n2V ar (F Rk ) = nM1 (F Rk ) − 4m2 = (2k + 1 )(8k + 4k2 ) − 4(3k )2 = 8k(k − 1 )2 . Moreover, by Lemma 4 one obtains that
n2V ar (F Rk ) = n2 where
λk −
2m 2m − μk = (2mn − μk n2 )CS(F Rk ) n n
√ 2m 6k 1 + 1 + 8k CS(F Rk ) = λk − = − . n 2 2k + 1
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Fig. 2. Complete split-like graphs KSL(5, 1, 2), KSL(5, 1, 3) and KSL(6, 2, 3) with q = 1 and 2 universal vertices.
Fig. 3. Generalized windmill graphs with 11 vertices.
5. Complete split-like graphs There exists a broad subclass of well-stabilized graphs which can be considered as the generalized versions of traditional complete split graphs. A connected n-vertex bidegreed graph is said to be a complete split-like graph, denoted by KSL(n, q, δ ), if it has q ≥ 1 universal vertices with degree n − 1 and n − q vertices with degree δ . It is easy to see that for the edge number m of a complete split-like graph 2m = (n − 1 )q + (n − q )δ holds. Complete split-like graphs form a subset of wellstabilized graphs, moreover they are considered as possible extended versions of traditional complete split graphs. This is due to the fact, that KS(n, q ) = KSL(n, q, δ ) if δ = q holds. As can be observed, if G is a complete split-like graph then the equality diam(G ) = 2 is fulfilled. As an example, in Fig. 2 small complete split-like graphs with 5 and 6 vertices are depicted. In a particular case, if q = 1 holds, a complete split-like graph is said to be a generalized windmill graph. It is denoted by KSL(n, 1, δ ). It follows that the star graphs K1,n−1 on n ≥ 3 vertices, the wheel graphs Wn on n ≥ 5 vertices, and the classical windmill graphs Wd(k, p) with (k − 1 ) p + 1 vertices and pk(k − 1 )/2 edges defined for k ≥ 2 and p ≥ 2 positive integers, form the subsets of generalized windmill graphs. (As it is known, the windmill graph Wd(k, p) can be obtained by joining p copies of the complete graph Kk with a common vertex). Various types of generalized windmill graphs can be constructed using the concept of cone graph generations [35]. A cone over a graph G is obtained by adding a vertex to G that is adjacent to all vertices of G. It is easy to see, that by adding a vertex (a universal vertex) to a regular graph GR a generalized windmill graph is obtained. As an example, generalized windmill graphs KSL(11, 1, 3) and KSL(11, 1, 4) constructed from 2- and 3-regular graphs are depicted in Fig. 3. It should be emphasized that the graphs in Figs. 2 and 3 are not complete split graphs, but they are complete split-like graphs. Based on following considerations it is easy to see that the Collatz-Sinogowitz irregularity index of complete split-like graphs can be simply computed without knowing the corresponding adjacency matrix. Because for n-vertex and m-edge complete split-like graphs the identity 2m = (n − 1 )q + (n − q )δ holds, from Lemma 1 it follows that their corresponding spectral radii are
λ(KSL(n, q, δ )) =
1 1 δ − 1 + (δ + 1 )2 + 4(2m − δ n ) = δ − 1 + (δ + 1 )2 + 4[(n − 1 )q + (n − q )δ − δ n] . 2 2 (14)
Consequently, the Collatz–Sinogowitz irregularity index of KSL(n, q, δ ) graphs can be calculated as
CS(KSL(n, q, δ )) = λ(KSL(n, q, δ )) −
( n − 1 )q + ( n − q )δ n
.
6. A novel sharp upper bound for σ index In what follows it will be shown that starting with the complete split-like graphs a sharp upper bound can be established for the σ irregularity index.
T. Réti / Applied Mathematics and Computation 344–345 (2019) 107–115
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Lemma 9 ([39]). If G is a connected graph with n vertices and m edges, then
F ≤ 2M2 (G ) + nM1 (G ) − 4m2
(15)
with equality if G is a well-stabilized graph. Proposition 4. Let G be a connected graph with n vertices and m edges. Then
σ (G ) ≤ IRV (G ) = n2V ar (G )
(16)
where equality holds if G is a regular or a well-stabilized graph. Proof. Based on Eq. (15) one obtains that
σ (G ) = F (G ) − 2M2 (G ) ≤ nM1 (G ) − 4m2 = n2 From Lemma 9 the result follows.
M1 ( G ) n
−
4m2 = n2V ar (G ). n2
Corollary 2. If well-stabilized graphs GA and GB possess identical degree sequences then the equality σ (GA ) = σ (GB ) holds. Example 3. Consider the 7-vertex and 12-edge generalized windmill graphs WS4 and WS5 depicted in Fig. 1. The nonisomorphic graphs WS4 and WS5 are characterized by the following spectra:
√ √ 7, 1, 1, −1, −1, 1 − 7, −2
√ √ 7, 2, −1, −1, −1, −1, 1 − 7
Spec(W S4 ) = 1 + Spec(W S5 ) = 1 +
and both of them possess two identical main eigenvalues λ = 1 + obtains
μ=
√ √ 7 and μ = 1 − 7. Because m = 12 and M1 = 90, one
√ √ M1 − 2mλ 90 − 24λ 90 − 24(1 + 7 ) = = = 1 − 7 = −1.645751. √ 2 m − nλ 24 − 7λ 24 − 7(1 + 7 )
It is worth noting √ that for the wheel graph WS4 the least eigenvalue is −2, while the least eigenvalue of graph WS5 is equal to μ = 1 − 7. 7. Final remarks An important observation is that the spectrum does not characterize the combinatorial structure of split-like graphs. The generalized windmill graph WS4 depicted in Fig. 1 is cospectral with the 7-vertex graph No. 12–542 included in [15]. This graph has no universal vertices, its degree set is {2,3,4}. There exist generalized integral windmill graphs with two main eigenvalues. A simple example is the 7-vertex friendship graph FR3 containing 3 triangles with a common vertex. It has a spectrum
Spec(F R3 ) = 3, 1, 1, −1, −1, −1, −2
and two main eigenvalues: λ = 3 and μ = −2. Another example is the 11-vertex generalized windmill graph reported in [15]. Graph G11 depicted in Fig. 4 is the cone over the 3-regular Petersen graph with spectrum
Spec(G11 ) = 51 , 15 , −25 . It is easy to check that G11 has two main eigenvalues: λ = 5 and μ = −2. It should be emphasized that G11 does not belong to the family of traditional complete split graphs. Based on the previous considerations the following conjecture can be formulated: Conjecture 1. Let KSL(n, q, δ ) be a complete split-like graph with a spectral radius λ. Then G has exactly two main eigenvalues λ and μ where μ < λ. If the conjecture 1 is true then from Lemma 7 it follows that for a complete split-like graph
4m2 2m 2m σ (KSL(n, q, δ )) = n2V ar (KSL(n, q, δ )) = n M1 (KSL(n, q, δ )) − = n2 λ − −μ n
= (2nm − μn2 )CS(KSL(n, q, δ )) and according to Eq.(14) and Lemma 8 we get
λ(KSL(n, q, δ )) =
1 δ − 1 (δ + 1 )2 + 4((n − 1 )q + (n − q )δ − δ n )) 2
n
n
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Fig. 4. Generalized integral windmill graph G11 with two main eigenvalues.
and
μ(KSL(n, q, δ )) =
M1 (KSL(n, q, δ )) − 2mλ . 2 m − nλ
Moreover, if the conjecture 1 is true then from the above formula it follows that
2m 2m σ (KSL(n, q, δ )) = n2V ar (KSL(n, q, δ )) = n2 λ − −μ n n 2 M1 (KSL (n, q, δ )) − 2mλ = 2nm − n CS(KSL(n, q, δ )). 2 m − nλ References [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] [12] [13] [14] [15] [16] [17] [18] [19] [20] [21] [22] [23] [24] [25]
H. Abdo, S. Brandt, D. Dimitrov, The total irregularity of graphs, Discr. Math. Theor. Comput. Sci. 16 (2014) 201–206. H. Abdo, N. Cohen, D. Dimitrov, Graphs with maximal irregularity, Filomat 28 (2014) 1315–1322. H. Abdo, D. Dimitrov, I. Gutman, Graphs with maximal irregularity, Discr. Appl. Maths. (2018) (accepted for publication), doi:10.1016/j.dam.2018.05.013. A. Abdollahi, S. Janbaz, M.R. Oboudi, Graphs cospectral with a friendship graph or its complement, Trans. Comb. 2 (2013) 3937–3952. N. Abreu, D.M. Cardoso, F.A.M. França, C.T.M. Vinagre, On main eigenvalues of certain graphs, arXiv preprint (2016) arXiv:1605.03533. M.O. Albertson, The irregularity of a graph, Ars Comb. 46 (1997) 2019–2225. M. Aouchiche, F.K. Bell, D. Cvetkovic´ , P. Hansen, P. Rowlinson, S.K. Simic´ , D. Stevanovic´ , Variable neighborhood search for extremal graphs. 16. Some conjectures related to the largest eigenvalues of a graph, Eur. J. Oper. Res. 191 (2008) 661–676. M. Aouchiche, G. Caporossi, P. Hansen, Open problems on graph eigenvalues studied with autographix, EURO J. Comput. Optim. 1 (2013) 181–199. F.K. Bell, A note on the irregularity of a graph, Linear Algebra Appl. 161 (1992) 45–54. N. Biggs, Algebraic Graph Theory, Cambridge University Press, Cambridge, 1974. D.M. Cardoso, I. Sciriha, C. Zerafa, Main eigenvalues and (κ , τ )-regular graphs, Linear Algebra Appl. 432 (2010) 2399–2408. L. Chen, Q. Huang, On the existence of the graphs that have exactly two main eigenvalues, arXiv preprint (2016) arXiv:1609.05347. S.M. Cioaba˘ , Sums of powers of the degrees of a graph, Discr. Math. 306 (2006) 1959–1964. L. Collatz, U. Sinogowitz, Spektren endlicher grafen, Abh. Math. Sem. Univ. Hamburg 21 (1957) 63–77. ´ M. Doob, I. Gutman, A. Torgašev, Recent Results in the Theory of Graph Spectra, North-Holland, Amsterdam (1988). D. Cvetkovic, D. Cvetkovic´ , P. Rowlinson, S. Simic´ , Eigenspaces of Graphs, University Press, Cambridge, 1997. B. Furtula, I. Gutman, A forgotten topological index, J. Math. Chem. 53 (2015) 1184–1190. C. Godsil, G. Royle, Algebraic Graph Theory, Springer Verlag, New York, 2001. Inc. I. Gutman, D.-b. t. indices, Croat. Chem. Acta 86 (2013) 351–361. I. Gutman, Irregularity of molecular graphs, Kragujevac J. Sci. 38 (2016) 71–78. I. Gutman, Stepwise irregular graphs, Appl. Math. Comput. 325 (2018) 234–238. I. Gutman, K.C. Das, The first Zagreb indices 30 years after, MATCH Commun. Math. Comput. Chem. 50 (2004) 83–92. I. Gutman, P. Hansen, H. Melot, Variable neighborhood search for extremal graphs 10. comparison of irregularity indices for chemical trees, J. Chem. Inf. Model. 45 (2005) 222–230. I. Gutman, M. Togan, A. Yurttas, A.S. Cevik, I.N. Cangul, Inverse problem for sigma index, MATCH Commun. Math. Comput. Chem. 79 (2018) 491–508. E.M. Hagos, Some results on graph spectra, Linear Algebra Appl. 536 (2002) 103–111.
T. Réti / Applied Mathematics and Computation 344–345 (2019) 107–115
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[26] Y. Hong, J.-L. Shu, K. Fang, A sharp upper bound of the spectral radius of graphs, J. Combin. Theory Ser. B 81 (2001) 177–183. [27] S. Nikolic´ , G. Kovacˇ evic´ , A. Milicˇ evic´ , N. Trinajstic´ , The Zagreb indices 30 years after, Croat. Chem. Acta 76 (2003) 113–124. [28] T. Reti, R. Sharafdini, A. Dregelyi-Kiss, H. Haghbin, Graph irregularity indices used as molecular descriptor in QSPR studies, MATCH Commun. Math. Comput. Chem. 79 (2018) 509–524. [29] T. Reti, E. Toth-Laufer, On the construction and comparison of graph irregularity indices, Kragujevac J. Sci. 39 (2017) 53–75. [30] P. Rowlinson, The main eigenvalues of a graph: a survey, Appl. Anal. Discr. Math. 1 (2007) 445–471. [31] L. Shi, On graphs with given main eigenvalues, Appl. Math. Lett. 22 (2009) 1870–1874. [32] D. Stevanovic´ , Spectral Radius of Graphs, Academic Press, Amsterdam, 2015. [33] R. Todeschini, V. Consonni, Handbook of Molecular Descriptors, second ed., Wiley VCH, Weinheim, 2009. [34] N. Trinajstic´ , Chemical Graph Theory, second revised ed., CRC Press, Boca Raton, USA, 1992. [35] E.R.V. Dam, Nonregular graphs with three eigenvalues, J. Combin. Theory Ser. B 73 (1998) 101–118. [36] D. Vukicˇ evic´ , I. Gutman, B. Furtula, V. Andova, D. Dimitrov, Some observations on comparing Zagreb indices, MATCH Commun. Math. Comput. Chem. 66 (2011) 627–645. [37] A. Yu, M. Lu, F. Tian, On the spectral radius of graphs, Linear Algebra Appl. 387 (2004) 41–49. [38] B. Zhou, Zagreb indices, MATCH Commun. Math. Comput. Chem. 52 (2004) 113–118. [39] B. Zhou, N. Trinajstic´ , Some properties of the reformulated Zagreb indices, J. Math. Chem. 48 (2010) 714–719.