# On the number of spanning trees, the Laplacian eigenvalues, and the Laplacian Estrada index of subdivided-line graphs

Yilun Shang 1
• 1 School of Mathematical Sciences, Tongji University, Shanghai 200092, China
Yilun Shang

## Abstract

As a generalization of the Sierpiński-like graphs, the subdivided-line graph Г(G) of a simple connected graph G is defined to be the line graph of the barycentric subdivision of G. In this paper we obtain a closed-form formula for the enumeration of spanning trees in Г(G), employing the theory of electrical networks. We present bounds for the largest and second smallest Laplacian eigenvalues of Г(G) in terms of the maximum degree, the number of edges, and the first Zagreb index of G. In addition, we establish upper and lower bounds for the Laplacian Estrada index of Г(G) based on the vertex degrees of G. These bounds are also connected with the number of spanning trees in Г(G).

## 1 Introduction

In this paper we are concerned with simple connected (molecular) graphs. Let G be such a graph with the vertex set V(G) = {υ1,…, υn} and the edge set E(G). The adjacency matrix of G is $A(G)=(aij)∈ℝn×n$, where aij = 1 if two vertices υi, and υj are adjacent in G and aij = 0 otherwise. The Laplacian matrix of G is the matrix L(G) = D(G) — A(G), where D(G) is a diagonal matrix with dG(υi), dG(υ2),…, dG(υn) on the main diagonal, in which dG(υi) is the degree of the vertex υi, in G. Since L(G) is a positive semi-definite matrix and G is connected, the eigenvalues of L(G) can be ordered as $λ1(G)≥λ2(G)≥...≥λn−1(G)>λn(G)=0$ . They are referred to as the Laplacian eigenvalues of G, and λn-1(G) is also called the algebraic connectivity of G . The line graph of G, written L(G), is the graph whose vertex set is in one-to-one correspondence with the edge set E(G) of G, and whose two vertices are adjacent if and only if the corresponding edges in G have a common vertex. The barycentric subdivision $B$(G) of G is the graph obtained from G by inserting a vertex to each edge of G. More precisely, $V(B(G))=V(G)∪υe|e=u,υ∈E(G)$, where, υeV(G), and E($B$(G)) = {{u,υe, {υe, υ}|e={u, υ} ∈ E(G). Inspired by self-similar structures of Sierpiński graphs (see, e.g., [[3, 4]), Hasunuma  introduced recently the subdivided-line graph operation Г.

The subdivided-line graph Г(G) of G is the line graph of the barycentric subdivision of G, namely, Г(G) = L($B$(G)).

The subdivided-line graph Г(G), combining both notions of line graph and barycentric subdivision, generalizes the class of Sierpiński-like graphs. Various structural properties, such as edge-disjoint Hamilton cycles, hamiltonian-connectivity, hub sets, connected dominating sets, independent spanning trees, and book-embeddings, have been systematically investigated in .

Among numerous graph-theoretic concepts, spanning trees have found a wide range of applications in mathematics, chemistry, physics and computer sciences. Denote by τ(G) the number of spanning trees in G. Enumeration of spanning trees in graphs with certain symmetry and fractals has been widely studied via ad hoc techniques capitalizing on the particular structures . In general, we often have to resort to Kirchhoff’s celebrated matrix-tree theorem , which asserts that (G) equals the product of all nonzero eigenvalues of Laplacian matrix of G, i.e., $τ(G)=1n∏i=1n−1λi(G)$. However, numerical computation for large graphs is notoriously difficult since the calculation of eigenvalues is NP-hard with respect to graph size . Our first main result in this paper is an exact formula for enumeration of spanning trees in Г(G). To obtain τ(Г(G)), the idea of electrically equivalent transformations  will be applied, which enables us to determine the relationship of the numbers of spanning trees in networks before and after the transformation.

The Laplacian Estrada index of a (molecular) graph G with n vertices is defined as 
$LEE(G)=∑i=1neλi(G).$

It is a close relative of the so-called Estrada index put forward by Estrada  in 2000, which has already found extensive applications in chemistry and physics. Many properties of LEE, including upper/lower bounds and extremal graphs, have been established (see e.g. [15, 1720]). Here, to deal with LEE(Г(G)), we first derive bounds for the largest and second smallest eigenvalues λ1(Г(G)) and λ|Г(G))|-1(Г(G)). Based on these estimates and the obtained exact expression for τ(Г(G)), we manage to present upper and lower bounds for LEE(Г(G)) in terms of some basic graph parameters of G, including degrees and the number of edges.

## 2 Preliminaries

To begin with, we briefly review the electrically equivalent transformation technique introduced in .

An edge-weighted graph G (with the weight function $ω:E(G)→[0,∞))$ can be considered as an electrical network with the weights being the conductances of the corresponding edges. The weighted number of spanning trees in G is defined as
$σ(G)=∑T∈T(G)∏e∈E(T)ω(e),$

where $T$(G) denotes the set of spanning trees of G. Evidently, τ(G) = σ(G) if G is a simple graph, namely, ω(e) = 1 for every eE(G). Two edge-weighted graphs G and H are called electrically equivalent with respect to $Θ⊆V(G)∩V(H)$, if they cannot be distinguished by applying voltages to Θ and measuring the resulting currents on Θ. In , Teufl and Wagner showed that if a subgraph of a graph G is replaced by an electrically equivalent graph (setting the resulting graph G′), the weighted number of spanning trees only changes by an explicit factor. The effect of each of the two electrically equivalent transformations that will be used later is described as follows.

– Serial edges transformation: If two serial edges with conductances a and b are merged into a single edge with conductance $aba+b$, we have $σ(G′)=1a+b⋅σ(G)$.

– Mesh-star transformation: If a complete graph Kt (t ≥ 2) with conductance a on all its edges is changed into a star K1, t with conductance ta on all its edges, we have $σ(G′)=t2a⋅σ(G)$.

Fig. 1 shows an example of the above electrically equivalent transformations.

The following two lemmas on the Laplacian eigenvalues will be used in our proofs.

() Let G be a simple graph. Then
$λ1(G)≤max{u,υ}∈E(G){dG(u)+dG(υ)}.$

If G is connected then the equality holds if and only if G is bipartite semiregular. Here, a semiregular graph G = (V, E) is a graph with bipartition (V1, V2) of V such that all vertices in Vi have the same degree ki for i = 1,2.

() Let G be a simple connected graph with n ≥ 2 vertices and m edges. Then
$λn−1(G)≥2m−m(n−2)(n2−2m−n)n−1$

with equality if and only if G is a complete graph.

To conclude this section, we present an inequality which will be instrumental in bounding LEE(Г(G)) later. It is also interesting in its own right.

Given an integer n ≥ 1 and a sequence a1 ≥ a2 ≥ … ≥ an ≥ 0, we have
$∑i=1nai≤n(∏i=1nai)1n+(n−1)(a1−an).$

The equality holds if a1 = … = an.

Notice that $∑i=2n−1ai≤(n−2)a1 and ann≤∏i=1nai$. Therefore, $∑i=2n−1ai+nan≤(n−2)a1+n(∏i=1nai)1n$. The result follows immediately. The equality condition is also clear.

## 3 Number of spanning trees related to degree sequence

The main result in this section is the following exact formula for the number of spanning trees in Г(G) in terms of the degree sequence of G.

Let G be a simple connected graph. Then
$τ(Γ(G))=∏υ∈V(G)(d(υ)+2)d(υ)d2(υ)∑T∈T(G)∏e=u,υ∈E(T)d(u)d(υ)(d(u)+2)(d(υ)+2⋅ ∏e=u,υ∈E(G)∖E(T)d(u)d(υ)+d(u)+d(υ)(d(u)+2)(d(υ)+2),$

where $T$(G) is the set of spanning trees in G, and d(υ) := dG(υ) for short.

First, recall that a vertex of a graph is said to be pendant if its neighborhood contains exactly one vertex. The edge incident to a pendant vertex is called a pendant edge. Let $B(G)^$ represent the graph obtained from $B$(G) by subdividing all pendant edges in $B$(G) (if they exist). Clearly, by Definition 1.1 we have
$τ(Γ(G))^=τ(L(B(G))^).$

See Fig. 2 for an illustration (the purple node is inserted to subdivide the pendant edge).

To proceed, we will need the following edge-weighted graphs . Define H′ as the edge-weighted version of $B$G with the weight function $ω:E(G)→[0,∞)$ satisfying $ω(e)=d(u)d(υ)d(u)d(υ)+d(u)+d(υ)$ for e={u, υ} ∈ E(G). Define H′ as the edge-weighted version of $B$(G) with the weight function $ω′:E(B(G))→[0,∞)$ satisfying $ω′(e)=d(u)d(υ)d(u)+d(υ)$ for $e=u,υ∈E(B(G))$. Define H″ as the edge-weighted version of $B$($B$(G)) with the weight function w″ such that w″(e) = d(u) for e = {u, v} ∈ E($B$($B$(G))) with uV($B$(G)). Finally, define H‴ as the edge-weighted version of $L(B(G))^$ with the weight function w‴ such that w‴(e) ≡ 1 for every $e∈E(L(B(G))^)$.

It is critical to observe that, as electrical networks, H″ can be obtained from H‴ by performing a series of mesh-star transformations taking each vertex vV($B$(G)) as the center of the star (see e.g. the blue and red nodes in Fig. 2). Hence, it follows from (2) and the effect of mesh-star transformation that
$τ(L(B(G))^)=σ(H‴)=σ(H″)⋅∏υ∈V(B(G))1d2(υ)=14m⋅σ(H″)⋅∏υ∈V(G)1d2(υ),$

where m := |E(G)| since each vertex in V($B$(G))\V(G) has degree two and |V($B$(G))\V(G)| = m (see e.g. the red nodes in Fig. 2).

Since H′ can be obtained from H″ by applying a series of serial edges transformations, we have
$σ(H″)=σ(H′)⋅∏e=u,υ∈E(B(G))(d(u)+d(υ))=σ(H′)⋅∏υ∈V(G)(d(u)+2)d(υ),$
where the second equality holds since each edge in $B$(G) must have a degree-two vertex. Likewise, we obtain
$σ(H′)=σ(H)⋅∏e=u,υ∈E(G)2d(u)d(u)+2+2d(υ)d(υ)+2=4m⋅σ(H)⋅∏e=u,υ∈E(G)d(u)d(υ)+d(u)+d(υ)(d(u)+2)(d(υ)+2),$

again by noting that each edge in $B$(G) contains a degree-two vertex.

Now, combining (5), (6), and (7) with (4), we have
$τ(Γ(G))=τ(L(B(G))^)=14m⋅σ(H″)⋅∏υ∈V(G)1d2(υ)=14m⋅σ(H‴)⋅∏υ∈V(G)(d(υ)+2)d(υ)d2(υ)$
$=σ(H)⋅∏υ∈V(G)(d(υ)+2)d(υ)d2(υ)⋅∏e=u,υ∈E(G)d(u)d(υ)+d(u)+d(υ)(d(u)+2)(d(υ)+2).$
In view of (2), we obtain
$σ(H)=∑T∈T(G)∏e=u,υ∈E(T)d(u)d(υ)d(u)d(υ)+d(u)+d(υ).$

Hence, we readily obtain the expression (3) for τ(Г(G)) by plugging (9) into (8). The proof is complete.

The electric network technique for enumeration of spanning trees is particular useful when the graph in question has a high degree of symmetry; see e.g.  for an application on pseudofractal networks. It is worth noting that we do not assume any symmetry in G.

As a simple example, note that the graph G in Fig. 2 contains four spanning trees. Direct calculation using Theorem 3.1 yields τ(Г(G)) = 23. This is in line with the outcome from the matrix-tree theorem.

## 4 Bounds for Laplacian eigenvalues

We begin with the following upper bound for the largest Laplacian eigenvalue of a subdivided-line graph.

Let G be a simple connected graph. Then
$λ1(Γ(G))≤2Δ(G).$

where Δ(G) is the maximum degree of G. The equality holds if and only if G is a regular bipartite graph.

For each edge {u, v} ∈ E(Г(G)), the vertices u and v correspond to two incident edges, say, {u1, u2}, {u2, u3}, in $B$(G). If u and v have k common neighbors, then we have
$dΓ(G)(u)+dΓ(G)(υ)−2k=dB(G)(u1)+dB(G)(u3)$
and $dB(G)u2=k+2$. Consequently,
$dΓ(G)(u)+dΓ(G)(υ)=dB(G)(u1)+dB(G)(u3)+2dB(G)(u2)−4$

holds.

We consider two situations. (1) If $u2∈V(B(G))∖V(G),thendB(G)(u2)=2$. Hence, $dΓ(G)(u)+dΓ(G)(υ)=dG(u1)+dG(u3)$, where u1 and u3 are adjacent in G. (2) If $u2∈V(G),thendB(G)(u1)=dB(G)(u3)=2$. Hence, $dΓ(G)(u)+dΓ(G)(υ)=2dG(u2)$.

Thanks to Lemma 2.1, we obtain
$λ1(Γ(G))≤max{2maxυ∈V(G)dG(υ),max{u,υ}∈E(G){dG(u)+dG(υ)}}≤2Δ(G).$

with equality if and only if G is regular bipartite.

The first Zagreb index  of a graph G is defined as $Zg(G)=∑υ∈V(G)dG2(v)$. The next result gives us a lower bound for the second smallest eigenvalue of Г(G).

Let G be a simple connected graph with | V(G)| ≥ 2. Then
$λ|V(Γ(G))|−1(Γ(G))≥Zg(G)−Zg(G)(m−1)(4m2−Zg(G)−2m)2m−1,$

where 2m = 2|E(G)| = | V(Г(G))|. The equality holds if and only if G is a single edge.

We know that |V(Г(G))| = |E($B$(G))|=2|E(G)| by Definition 1.1. Moreover, based on the property of line graphs (see e.g. [25, Theorem 8.1]), we have
$|E(Γ(G))|=12∑υ∈V(B(G))dB(G)2(υ)−|E(B(G))|=12∑υ∈V(G)dG2(υ)+4|E(G)|−2|E(G)|=12Zg(G).$

Therefore, we readily arrive at (11) by employing Lemma 2.2.

We now discuss the sharpness of (11). If G is a single edge, then Г(G) = G. Lemma 2.2 implies that the equality holds in (11). Conversely, if the equality holds in (11), it follows from Lemma 2.2 that Г(G) must be a complete graph. But this is true only if G is a single edge. (Indeed, if G is not a single edge, G must contain a 2-path P2. Clearly, there are two vertices in Г(P2) that are not adjacent, and hence Г(G) cannot be complete.)

In , Mohar showed that $λn−1(G)≥4n⋅diam(G)$, where G is a simple connected graph with n vertices and diameter diam(G). Since the line graph can change the diameter only by at most one, up or down [27,28], we obtain, in particular,
$diam(Γ(G))≤diam(B(G))+1≤2diam(G)+1.$
Hence,
$λ2m−1(Γ(G))≥2m(2diam(G)+1).$

Obviously, the bounds of (11) and (12) are incomparable.

## 5 Bounds for Laplacian Estrada index

In the light of the matrix-tree theorem which relates the Laplacian eigenvalues to the number of spanning trees, we in this section convert the above obtained results into bounds of the Laplacian Estrada index LEE(Г(G)).

Let G be a simple connected graph with |V(G)| > 2. Then
$2m+(2m−1)(e(2mτ(Γ(G)))12m−1−1)≤LEE(Γ(G))≤(2m−1)(e(2mτ(Γ(G)))12m−1−1)+(2m−2)(mm+1+eλ1(Γ(G))−eλ2m−1(Γ(G))),$

where 2m = 2|E(G)| = |V(Г(G))|. In the first inequality, equality holds if and only if G is a single edge, while the second equality holds if G is a single edge.

Furthermore,
$LEE(Γ(G))≤(2m−1)e2mτ(Γ(G))12m−1−1+(2m−2)mm−1+e2Δ(G)−eZg(G)−Zg(G)(m−1)(4m2−Zg(G)−2m2m−1$

with equality if G is a single edge.

By (1) and 2m = 2|E(G)| = |V(Г(G))|,
$LEE(Γ(G))=∑i=12meλi(Γ(G))=∑k=0∞1k!∑i=12mλik(Γ(G))=2m+∑k=1∞∑i=12m−1λik(Γ(G))k!,$

where we have used the fact that Г(G) is connected (and hence λ2m (Г(G)) = 0).

Recall that the matrix-tree theorem tells us that $τ(Γ(G))=12m∏i=12m−1λi(Γ(G))$, where τ(Г(G)) is given by (3). The first inequality in (13) follows from (15) and the arithmetic-geometric mean inequality:
$LEE(Γ(G))≥2m+∑k=1∞2m−1k!∏i=12m−1λi(Γ(G))k2m−1=2m+(2m−1)∑k=1∞1k!2mτ(Γ(G)))k2m−1=2m+(2m−1)e2mτ(Γ(G))12m−1−1,$

where the equality holds if and only if Г (G) is a complete graph, which is again equivalent to the condition that G is a single edge (see the proof of Theorem 4.2).

For the second inequality in (13), we need to resort to Lemma 2.3. Similarly, we have
$LEE(Γ(G))≤2m+∑k=1∞2m−1k!∏i=12m−1λi(Γ(G))k2m−1+∑k=1∞2m−2k!λ1k(Γ(G))−λ2m−1k(Γ(G))=(2m−1)e2mτ(Γ(G))12m−1−1+(2m−2)mm−1+eλ1(Γ(G))−eλ2m−1(Γ(G)),$

where the equality holds if G is a single edge.

The last statement concerning the inequality (14) follows by applying Theorem 4.1 and Theorem 4.2 to (13).

To show the availability of Theorem 5.1, we still use the graph G depicted in Fig. 2 as an example. Direct calculation shows $LEE(Γ(G))=∑i=110eλi(Γ(G))=259.7$. The respective lower bound and upper bound are 57.1 and 772.1 by Theorem 5.1.

Acknowledgement

The author is grateful to the anonymous reviewers for their helpful comments and suggestions toward improving the original version of the paper. The author acknowledges support from the National Natural Science Foundation of China (11505127), the Shanghai Pujiang Program (15PJ1408300), and the Program for Young Excellent Talents in Tongji University (2014KJ036).

## References

• 

Merris R., Laplacian matrices of graphs: a survey, Lin. Algebra Appl., 1994, 197-198, 143-176

• 

Fiedler M., Algebraic connectivity of graphs, Czech. Math. J., 1973, 23, 298-305

• 

Klavžar S., Milutinović U., Graphs S(n, k) and a variant of the tower of Hanoi problem, Czech. Math. J., 1997, 47, 95-104

• 

Klavžar S., Milutinović U., Petr C., 1-perfect codes in Sierpiński graphs, Bull. Austral. Math. Soc., 2002, 66, 369-384

• 

Hasunuma T., Structural properties of subdivided-line graphs, J. Discrete Algorithms, 2015, 31, 69-86

• 

Nikolopoulos S.D., Papadopoulos C., The number of spanning trees in Kn-complements of quasi-threshold graphs, Graphs Combin., 2004, 20, 383-397

• 

Chung K.L., Yan W.M., On the number of spanning trees of a multi-complete/star related graph, Inform. Process. Lett., 2000, 76, 113-119

• 

Zhang Z.Z., Wu B., Comellas F., The number of spanning trees in Apollonian networks, Discrete Appl. Math., 2014, 169, 206-213

• 

Hinz A., Klavžar S., Zemljić S., Sierpiński graphs as spanning subgraphs of Hanoi graphs, Cent. Eur. J. Math., 2013, 11, 1153-1157

• 

Xiao J., Zhang J., Sun W., Enumeration of spanning trees on generalized pseudofractal networks, Fractals, 2015, 23, 1550021

• 

Sun W., Wang S., Zhang J., Counting spanning trees in prism and anti-prism graphs, J. Appl. Anal. Comp., 2016, 6, 65-75

• 

Kirchhoff G., Über die Auflösung der Gleichungen, auf welche man bei der Untersuchung der linearen Verteilung galvanischer Ströme geführt wird, Ann. Phys. Chem., 1847, 72, 497-508

• 

Garey M.R., Johnson D.S., Computers and Intractability: A Guide to the Theory of NP-Completeness, Freeman, San Francisco, 1979

• 

Teufl E., Wagner S., Determinant identities for Laplace matrice, Lin. Algebra Appl., 2010, 432, 441-457

• 

Fath-Tabar G.H., Ashrafi A.R., Gutman I., Note on Estrada and L-Estrada indices of graphs, Bull. Cl. Sci. Math. Nat. Sci. Math., 2009, 139, 1-16

• 

Estrada E., Characterization of 3D molecular structure, Chem. Phys. Lett., 2000, 319, 713-718

• 

Zhou B., Gutman I., More on the Laplacian Estrada index, Appl. Anal. Discrete Math., 2009, 3, 371-378

• 

Shang Y., Laplacian Estrada and normalized Laplacian Estrada indices of evolving graphs, PLoS ONE, 2015, 10, e0123426

• 

Chen X., Hou Y., Some results on Laplacian Estrada index of graphs, MATCH Commun. Math. Comput. Chem., 2015, 73, 149-162

• 

Shang Y., Estrada and L-Estrada indices of edge-independent random graphs, Symmetry, 2015, 7, 1455-1462

• 

Anderson W.N., Morley T.D., Eigenvalues of the Laplacian of a graph, Linear Multilinear Algebra, 1985, 18, 141-145

• 

Tian G., Huang T., Cui S., Bounds on the algebraic connectivity of graphs, Advances in Mathematics (China), 2012, 41, 217-224

• 

Gong H., Jin X., A formula for the number of the spanning trees of line graphs, arXiv:1507.063891

• 

Gutman I., Das K.Ch., The first Zagreb index 30 years after, MATCH Commun. Math. Comput. Chem., 2004, 50, 83-92

• 

Harary F., Graph Theory, Addison-Wesley, Massachusetts, 1971

• 

Mohar B., Eigenvalues, diameter, and mean distance in graphs, Graphs Combin., 1991, 7, 53-64

• 

Hedman B., Clique graphs of time graphs, J. Combin. Th. Ser. B, 1984, 37, 270-278

• 

Hedman B., Diameters of iterated clique graphs, Hadronic J., 1986, 9, 273-276

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• 

Merris R., Laplacian matrices of graphs: a survey, Lin. Algebra Appl., 1994, 197-198, 143-176

• 

Fiedler M., Algebraic connectivity of graphs, Czech. Math. J., 1973, 23, 298-305

• 

Klavžar S., Milutinović U., Graphs S(n, k) and a variant of the tower of Hanoi problem, Czech. Math. J., 1997, 47, 95-104

• 

Klavžar S., Milutinović U., Petr C., 1-perfect codes in Sierpiński graphs, Bull. Austral. Math. Soc., 2002, 66, 369-384

• 

Hasunuma T., Structural properties of subdivided-line graphs, J. Discrete Algorithms, 2015, 31, 69-86

• 

Nikolopoulos S.D., Papadopoulos C., The number of spanning trees in Kn-complements of quasi-threshold graphs, Graphs Combin., 2004, 20, 383-397

• 

Chung K.L., Yan W.M., On the number of spanning trees of a multi-complete/star related graph, Inform. Process. Lett., 2000, 76, 113-119

• 

Zhang Z.Z., Wu B., Comellas F., The number of spanning trees in Apollonian networks, Discrete Appl. Math., 2014, 169, 206-213

• 

Hinz A., Klavžar S., Zemljić S., Sierpiński graphs as spanning subgraphs of Hanoi graphs, Cent. Eur. J. Math., 2013, 11, 1153-1157

• 

Xiao J., Zhang J., Sun W., Enumeration of spanning trees on generalized pseudofractal networks, Fractals, 2015, 23, 1550021

• 

Sun W., Wang S., Zhang J., Counting spanning trees in prism and anti-prism graphs, J. Appl. Anal. Comp., 2016, 6, 65-75

• 

Kirchhoff G., Über die Auflösung der Gleichungen, auf welche man bei der Untersuchung der linearen Verteilung galvanischer Ströme geführt wird, Ann. Phys. Chem., 1847, 72, 497-508

• 

Garey M.R., Johnson D.S., Computers and Intractability: A Guide to the Theory of NP-Completeness, Freeman, San Francisco, 1979

• 

Teufl E., Wagner S., Determinant identities for Laplace matrice, Lin. Algebra Appl., 2010, 432, 441-457

• 

Fath-Tabar G.H., Ashrafi A.R., Gutman I., Note on Estrada and L-Estrada indices of graphs, Bull. Cl. Sci. Math. Nat. Sci. Math., 2009, 139, 1-16

• 

Estrada E., Characterization of 3D molecular structure, Chem. Phys. Lett., 2000, 319, 713-718

• 

Zhou B., Gutman I., More on the Laplacian Estrada index, Appl. Anal. Discrete Math., 2009, 3, 371-378

• 

Shang Y., Laplacian Estrada and normalized Laplacian Estrada indices of evolving graphs, PLoS ONE, 2015, 10, e0123426

• 

Chen X., Hou Y., Some results on Laplacian Estrada index of graphs, MATCH Commun. Math. Comput. Chem., 2015, 73, 149-162

• 

Shang Y., Estrada and L-Estrada indices of edge-independent random graphs, Symmetry, 2015, 7, 1455-1462

• 

Anderson W.N., Morley T.D., Eigenvalues of the Laplacian of a graph, Linear Multilinear Algebra, 1985, 18, 141-145

• 

Tian G., Huang T., Cui S., Bounds on the algebraic connectivity of graphs, Advances in Mathematics (China), 2012, 41, 217-224

• 

Gong H., Jin X., A formula for the number of the spanning trees of line graphs, arXiv:1507.063891

• 

Gutman I., Das K.Ch., The first Zagreb index 30 years after, MATCH Commun. Math. Comput. Chem., 2004, 50, 83-92

• 

Harary F., Graph Theory, Addison-Wesley, Massachusetts, 1971

• 

Mohar B., Eigenvalues, diameter, and mean distance in graphs, Graphs Combin., 1991, 7, 53-64

• 

Hedman B., Clique graphs of time graphs, J. Combin. Th. Ser. B, 1984, 37, 270-278

• 

Hedman B., Diameters of iterated clique graphs, Hadronic J., 1986, 9, 273-276

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