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International Journal of Mathematics and Statistics Invention (IJMSI)
E-ISSN: 2321 – 4767 P-ISSN: 2321 - 4759
www.ijmsi.org Volume 4 Issue 8 || October. 2016 || PP-04-06
www.ijmsi.org 4 | Page
Estrada Index of stars
Bingjun Li
Department of Mathematics, Hunan Institute of Humanities, Science and Technology Loudi, Hunan, P.R. China,
417000.
ABSTRACT: Let G be a simple graph with n vertices, and λ1, · · · , λn be the eigenvalues of its adjacent matrix.
The Estrada index of G is a graph invariant, defined as EE (G)= i
e
n
i

1
 , is proposed as a Molecular structure
descriptor. In this paper, we obtain the Estrada index of star Sn, and show that EE(Cn)< EE(Sn) for n>6, where
Cn is the cycle on n vertices.
KEYWORDS: Estrada index; star; cycle
I. INTRODUCTION
Let G be a simple graph with vertex set V = {v1; ...; vn} and the edge set E. Let A(G) be the adjacent matrix of G,
which is a symmetric (0; 1) matrix. The spectrum of G is the eigenvalues of its adjacency matrix, which are
denoted by λ1, · · · , λn . A graph-spectrum-based molecular structure descriptor, put forward by Estrada [2], is
defined as
EE = EE(G) = i
e
n
i

1
 .
EE is usually referred as the Estrada index. Although invented in 2000, the Esteada index has been successfully
related to chemical properties of organic molecules, especially proteins [2-3]. Estrada and Rodriguez-Velazquez
[4-5] showed that EE provides a measure of the centrality of complex (communication, social, metabolic, etc.)
networks. It was also proposed as a measure of molecular branching [6]. Within groups of isomers, EE was
found to increase with the increasing extent of branching of carbon-atom skeleton. In addition, EE characterizes
the structure of alkanes via electronic partition function. Therefore it is natural to investigate the relations
between the Estrada index and the graph-theoretic properties of G.
Let d(u) denote the degree of vertex u. A vertex of degree 1 is called a pendant vertex or a leaf. A connected
graph without any cycle is a tree. The path Pn is a tree of order n with exactly two pendant vertices. Let d(u)
denote the degree of vertex u. A vertex of degree 1 is called a pendant vertex. A connected graph without any
cycle is a tree. The path Pn is a tree of order n with exactly two pendant vertices. The star of order n, denoted by
Sn, is a tree with n − 1 pendant vertices.
A walk in a graph G is a finite non-null sequence w = v0e1v1e2v2…vk−1ekvk, whose terms are
alternately vertices and edges, such that, for every 1 ≤ i ≤ k, the ends of ei are vi−1 and vi. We say that w is a walk
from v0 to vk, or a (v0, vk)−walk. The vertices v0 and vk are called the initial and final vertices of w, respectively,
and v1, ..., vk−1 its internal vertices. The integer k is the length of w. The walk is closed if v0 = vk.
Some mathematical properties of the Estrada index were established. One of most important properties is the
following:
EE=∑k≥0(Mk (G))/k!
Mk(G) is called the k-th spectral moment of the graph G. Mk(G) is equal to the number of closed walks of length
k in G. Thus, if for two graphs G1 and G2, we have Mk(G1)≥Mk(G2) for all k ≥0, then EE(G1)≥EE(G2).
Moreover, if there is at least one positive integer t such that Mt(G1) > Mt(G2), then EE(G1) > EE(G2).
In [1], Gutman examine the Estrada index of cycles and paths, and found analytical expression for them. In this
paper. We examine a frequently encountered graph Sn, and compare EE(Sn) with EE(Cn), where Cn is the cycle
on n vertices.
II. MAIN RESULTS
The adjacent matrix A(Sn) of the star Sn is:
A(Sn)=
















0001
0001
0001
1110





Estrada Index of stars
www.ijmsi.org 5 | Page
The solutions of the characteristic equation are 1,,0,1  nn 
Therefore,
)1()2()1cosh(2)2()(
11
1



nnneeeSEE
nnn
in
i
In [1 ], the author showed that
)2(2795853.2)(
1
)/2cos(2
neCEE
n
k
nk
n
 


)3()2cosh(2795853.2)1()(
1
))1/(cos(2
 


nePEE
n
k
nk
n

We calculate EE(Pn), EE(Cn) and EE(Sn) for n=3,4,..., 9 by MATLAB.
n 3 4 5 6 7 8 9
Sn 5.356367113 7.82915488 10.52439138 13.46334694 16.66877282 20.16498213 23.97793443
Cn 8.124814981 9.524391382 11.49618632 13.69671392 15.96024206 18.23712561 20.51632252
Pn 5.356367113 7.635733838 9.91531615 12.19490143 14.47448673 16.75407203 19.03365733
We plot EE(Pn), EE(Cn) and EE(Sn) in one figure.
In this picture, we see that EE(Cn)>EE(Pn) because we can obtain Cn by adding a new edge between two end
vertices in Pn. Therefore, there are more closed walk in Cn than in Pn.
In the following, we will compere EE(Sn) with EE(Cn), where Cn is the cycle on n vertices.
Theorem 2.1 )()( nn
SEECEE  for any 7n .
proof. The precision of the approximation(equation (2)) expression is of a remarkable accuracy. It is reasonable
to use this approximation in the following.
2)1cosh(22795853.1
2)1cosh(22795853.2
)()()(



nn
nnn
SEECEEnf nn
22795853.121cosh22795853.1)(
11

 nn
eexnxxf
Let tx  1 ,then
22795853.12795853.1)()(
2

 tt
eettgxf
Estrada Index of stars
www.ijmsi.org 6 | Page
tt
eettg

 2795853.12795853.1*2)('
We assume that n>6. Hence t>2 we have
0)2(' g , and 0)('' tg .
So 0)( xf for any 7x .
Therefore, )()( nn
SEECEE  for any 7n , as desired.
ACKNOWLEDGEMENT
The project was supported by Hunan Provincial Natural Science Foundation of China(13JJ4103) and The
Education Department of Hunan Province Youth Project(12B067).
REFERENCES
[1]. Gutman I, Graovac A. Estrada index of cycles and paths[J]. Chemical Physics Letters, 2007, 436(1):294-296.
[2]. H. Deng, A note on the Estrada index of trees, Match 62 (2009) 607-610.
[3]. J.A. De la Pena, I. Gutman, J. Rada, Estimating the Estrada index, Linear Algebra Appl. 427 (2007) 70-76.
[4]. E. Estrada, Characterization of the folding degree of proteins, Bioinformatics 18 (2002) 697-704.
[5]. E. Estrada, Characterization of the amino acid contribution to the folding degree of proteins, Proteins 54 (2004) 727-737.
[6]. E. Estrada, J. A. Rodriguez-Velazquez, Subgraph centrality in complex networks, Phys. Rev. E 71 (2005) 056103-1C056103-9.
[7]. E. Estrada, J. A. Rodriguez-Velazquez, Spectral measures of bipartivity in complex networks, Phys. Rev. E 72 (2005)
046105-1C046105-6.
[8]. E. Estrada, J. A. Rodriguez-Velazquez, M. Randic, Atomic branching in molecules, Int. J.Quantum Chem. 106 (2006) 823-832.
[9]. A. Ilic, D. Stevanovic, The Estrada index of chemical trees, J. Math. Chem. 47 (2010) 305-14.

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Estrada Index of stars

  • 1. International Journal of Mathematics and Statistics Invention (IJMSI) E-ISSN: 2321 – 4767 P-ISSN: 2321 - 4759 www.ijmsi.org Volume 4 Issue 8 || October. 2016 || PP-04-06 www.ijmsi.org 4 | Page Estrada Index of stars Bingjun Li Department of Mathematics, Hunan Institute of Humanities, Science and Technology Loudi, Hunan, P.R. China, 417000. ABSTRACT: Let G be a simple graph with n vertices, and λ1, · · · , λn be the eigenvalues of its adjacent matrix. The Estrada index of G is a graph invariant, defined as EE (G)= i e n i  1  , is proposed as a Molecular structure descriptor. In this paper, we obtain the Estrada index of star Sn, and show that EE(Cn)< EE(Sn) for n>6, where Cn is the cycle on n vertices. KEYWORDS: Estrada index; star; cycle I. INTRODUCTION Let G be a simple graph with vertex set V = {v1; ...; vn} and the edge set E. Let A(G) be the adjacent matrix of G, which is a symmetric (0; 1) matrix. The spectrum of G is the eigenvalues of its adjacency matrix, which are denoted by λ1, · · · , λn . A graph-spectrum-based molecular structure descriptor, put forward by Estrada [2], is defined as EE = EE(G) = i e n i  1  . EE is usually referred as the Estrada index. Although invented in 2000, the Esteada index has been successfully related to chemical properties of organic molecules, especially proteins [2-3]. Estrada and Rodriguez-Velazquez [4-5] showed that EE provides a measure of the centrality of complex (communication, social, metabolic, etc.) networks. It was also proposed as a measure of molecular branching [6]. Within groups of isomers, EE was found to increase with the increasing extent of branching of carbon-atom skeleton. In addition, EE characterizes the structure of alkanes via electronic partition function. Therefore it is natural to investigate the relations between the Estrada index and the graph-theoretic properties of G. Let d(u) denote the degree of vertex u. A vertex of degree 1 is called a pendant vertex or a leaf. A connected graph without any cycle is a tree. The path Pn is a tree of order n with exactly two pendant vertices. Let d(u) denote the degree of vertex u. A vertex of degree 1 is called a pendant vertex. A connected graph without any cycle is a tree. The path Pn is a tree of order n with exactly two pendant vertices. The star of order n, denoted by Sn, is a tree with n − 1 pendant vertices. A walk in a graph G is a finite non-null sequence w = v0e1v1e2v2…vk−1ekvk, whose terms are alternately vertices and edges, such that, for every 1 ≤ i ≤ k, the ends of ei are vi−1 and vi. We say that w is a walk from v0 to vk, or a (v0, vk)−walk. The vertices v0 and vk are called the initial and final vertices of w, respectively, and v1, ..., vk−1 its internal vertices. The integer k is the length of w. The walk is closed if v0 = vk. Some mathematical properties of the Estrada index were established. One of most important properties is the following: EE=∑k≥0(Mk (G))/k! Mk(G) is called the k-th spectral moment of the graph G. Mk(G) is equal to the number of closed walks of length k in G. Thus, if for two graphs G1 and G2, we have Mk(G1)≥Mk(G2) for all k ≥0, then EE(G1)≥EE(G2). Moreover, if there is at least one positive integer t such that Mt(G1) > Mt(G2), then EE(G1) > EE(G2). In [1], Gutman examine the Estrada index of cycles and paths, and found analytical expression for them. In this paper. We examine a frequently encountered graph Sn, and compare EE(Sn) with EE(Cn), where Cn is the cycle on n vertices. II. MAIN RESULTS The adjacent matrix A(Sn) of the star Sn is: A(Sn)=                 0001 0001 0001 1110     
  • 2. Estrada Index of stars www.ijmsi.org 5 | Page The solutions of the characteristic equation are 1,,0,1  nn  Therefore, )1()2()1cosh(2)2()( 11 1    nnneeeSEE nnn in i In [1 ], the author showed that )2(2795853.2)( 1 )/2cos(2 neCEE n k nk n     )3()2cosh(2795853.2)1()( 1 ))1/(cos(2     nePEE n k nk n  We calculate EE(Pn), EE(Cn) and EE(Sn) for n=3,4,..., 9 by MATLAB. n 3 4 5 6 7 8 9 Sn 5.356367113 7.82915488 10.52439138 13.46334694 16.66877282 20.16498213 23.97793443 Cn 8.124814981 9.524391382 11.49618632 13.69671392 15.96024206 18.23712561 20.51632252 Pn 5.356367113 7.635733838 9.91531615 12.19490143 14.47448673 16.75407203 19.03365733 We plot EE(Pn), EE(Cn) and EE(Sn) in one figure. In this picture, we see that EE(Cn)>EE(Pn) because we can obtain Cn by adding a new edge between two end vertices in Pn. Therefore, there are more closed walk in Cn than in Pn. In the following, we will compere EE(Sn) with EE(Cn), where Cn is the cycle on n vertices. Theorem 2.1 )()( nn SEECEE  for any 7n . proof. The precision of the approximation(equation (2)) expression is of a remarkable accuracy. It is reasonable to use this approximation in the following. 2)1cosh(22795853.1 2)1cosh(22795853.2 )()()(    nn nnn SEECEEnf nn 22795853.121cosh22795853.1)( 11   nn eexnxxf Let tx  1 ,then 22795853.12795853.1)()( 2   tt eettgxf
  • 3. Estrada Index of stars www.ijmsi.org 6 | Page tt eettg   2795853.12795853.1*2)(' We assume that n>6. Hence t>2 we have 0)2(' g , and 0)('' tg . So 0)( xf for any 7x . Therefore, )()( nn SEECEE  for any 7n , as desired. ACKNOWLEDGEMENT The project was supported by Hunan Provincial Natural Science Foundation of China(13JJ4103) and The Education Department of Hunan Province Youth Project(12B067). REFERENCES [1]. Gutman I, Graovac A. Estrada index of cycles and paths[J]. Chemical Physics Letters, 2007, 436(1):294-296. [2]. H. Deng, A note on the Estrada index of trees, Match 62 (2009) 607-610. [3]. J.A. De la Pena, I. Gutman, J. Rada, Estimating the Estrada index, Linear Algebra Appl. 427 (2007) 70-76. [4]. E. Estrada, Characterization of the folding degree of proteins, Bioinformatics 18 (2002) 697-704. [5]. E. Estrada, Characterization of the amino acid contribution to the folding degree of proteins, Proteins 54 (2004) 727-737. [6]. E. Estrada, J. A. Rodriguez-Velazquez, Subgraph centrality in complex networks, Phys. Rev. E 71 (2005) 056103-1C056103-9. [7]. E. Estrada, J. A. Rodriguez-Velazquez, Spectral measures of bipartivity in complex networks, Phys. Rev. E 72 (2005) 046105-1C046105-6. [8]. E. Estrada, J. A. Rodriguez-Velazquez, M. Randic, Atomic branching in molecules, Int. J.Quantum Chem. 106 (2006) 823-832. [9]. A. Ilic, D. Stevanovic, The Estrada index of chemical trees, J. Math. Chem. 47 (2010) 305-14.