Applied Mathematics and Computation 271 (2015) 838–844
Contents lists available at ScienceDirect
Applied Mathematics and Computation journal homepage: www.elsevier.com/locate/amc
Characteristics polynomial of normalized Laplacian for trees Anirban Banerjee a,b,∗, Ranjit Mehatari a a b
Department of Mathematics and Statistics Department of Biological Sciences, Indian Institute of Science Education and Research, Mohanpur Kolkata 741246, India
a r t i c l e
i n f o
a b s t r a c t
MSC: 05C50 05C05
Here, we find the characteristics polynomial of normalized Laplacian of a tree. The coefficients of this polynomial are expressed by the higher order general Randic´ indices for matching, whose values depend on the structure of the tree. We also find the expression of these indices for starlike tree and a double-starlike tree, Hm (p, q). Moreover, we show that two cospectral Hm (p, q) of the same diameter are isomorphic.
Keywords: Normalized Laplacian Characteristics polynomial Tree Starlike tree Double Starlike tree Randic´ index
© 2015 Elsevier Inc. All rights reserved.
1. Introduction Let = (V, E ) be a simple finite undirected graph of order n. Two vertices u, v ∈ V are called neighbors, u ∼ v, if they are connected by an edge in E, u v otherwise. Let dv be the degree of a vertex v ∈ V, that is, the number of neighbors of v. The normalized Laplacian matrix [7], L, of is defined as:
⎧ 1 if u = v and dv = 0, ⎪ ⎨ 1 L( )u,v = − √d d if u ∼ v, u v ⎪ ⎩
(1)
0 otherwise.
This L is similar to the normalized Laplacian defined in [2,20]. Let φ (x) = det (xI − L) be the characteristics polynomial of L( ). Let us consider φ (x) = a0 xn − a1 xn−1 + a2 xn−2 − · · · + (−1)n−1 an−1 x + (−1)n an . Now if has no isolated vertices then ) − i∼ j d 1d and an = 0 (for some properties of φ (x) see [8]). The zeros of φ (x) are the eigenvalues a0 = 1, a1 = n, a2 = n(n−1 2 i j
of L and we order them as λ1 ≥ λ2 ≥ · · · ≥ λn = 0. is connected iff λn−1 > 0. λ1 ≤ 2, the equality holds iff has a bipartite component. Moreover, is bipartite iff for each λi , the value 2 − λi is also an eigenvalue of . See [7] for more properties of the normalized Laplacian eigenvalues.
1.1. General Randi´c index for matching There are different topological indices. The degree based topological indices [11,21], which include Randi´c index [23], reciprocal Randi´c index [16], general Randi´c index [4], higher order connectivity index [3,22,24], connective eccentricity index [29,30], Zagreb index [1,9,12–14,18,27,28] are more popular than others. ∗
Corresponding author. Tel.: +91 9775320480; fax: +91 3325873020. E-mail addresses:
[email protected] (A. Banerjee),
[email protected] (R. Mehatari).
http://dx.doi.org/10.1016/j.amc.2015.09.054 0096-3003/© 2015 Elsevier Inc. All rights reserved.
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
839
For any real number α , the general Randic´ index of a graph is defined by Bollobás and Erdös (see [4]) as:
Rα ( ) =
(di d j )α ,
(2)
i∼ j
which is the general expression of the Randic´ index (also known as connectivity index) introduced by Randic´ in 1975 [23] by choosing α = −1/2 in (2). For more properties of the general Randic´ index of graphs, we refer to [5,16,17,24–26]. The Zagreb index of a graph was first introduced by Gutman and Trinajstic´ [12] in 1972. For a graph the first and the second Zagreb indices are defined by
Z1 ( ) =
di2 and Z2 ( ) =
i∈V
di d j ,
i∼ j
respectively. Now, for any positive integer p, we define the pth order general Randi´c index for matching as
Rα( p) ( ) =
s(e)α ,
(3)
M p ∈M p ( ) e∈M p
where s(e) = du dv is the strength of the edge e = uv ∈ E, M p is a p-matching, that is, a set of p non-adjacent edges and M p ( ) is the set of all p-matchings in . The first order general Randic´ index for matching with α = 1 is the second Zagreb index, that is, (1) (1) Z2 ( ) = R1 ( ). We take Rα ( ) = Rα ( ) and
Rα(0) ( ) =
0 if is the null graph, 1 otherwise. (i)
(2)
(2)
(2)
If is r-regular, then Rα = r2iα | Mi ( ) |. The R−1 for some known graphs are as follows: R−1 (Sn ) = 0, R−1 (Pn ) = (2) n2 −n−4 , R−1 (Cn ) 32
=
(2) n(n−3) 32 , R−1 (K p,q )
=
( p−1)(q−1) 4pq
(2)
, and R−1 (Kn ) =
usual meanings.
3(n4) , (n−1)4
where the notations, Sn , Pn , Cn , Kn and Kp,q have their
Theorem 1.1. For any real number α ,
Proof.
2
1 Rα ( ) 2
0 ≤ R(α2) ( ) ≤
[Rα ( )] = 2
−
1 R2α ( ) 2
2 (s(e))α
e∈E
=
(s(e))2α + 2
(s(e1 )s(e2 ))α + 2
e1 ,e2 ∈M2 ( )
e∈E
(s(e1 )s(e2 ))α
e1 ,e2 ∈M / 2 ( )
which proves our required result. ( p)
( p)
( p)
Clearly, for any two graphs 1 , 2 , and p ≥ 0, Rα (1 ∪ 2 ) ≥ Rα (1 ) + Rα (2 ). The equality holds, when p = 1 or one of the graphs is null. It has been seen that the matching plays a role in the spectrum of a tree. In [6], some results on normalized Laplacian spectrum for trees have been discussed. Now, we derive (or express the coefficients of) the characteristics polynomial φ T (x) of a tree T in (i) terms of R−1 (T ). 2. The characteristics polynomial of normalized Laplacian for a tree
Theorem 2.1. Let T be a tree with n vertices and maximum matching number k, then
φT (x) =
k
i) (−1)i (x − 1)n−2i R(−1 (T )
(4)
i=0
and the coefficients of φ T are given by
ap =
k i=0
(−1)i
n − 2i (i) R (T ). p − 2i −1
(5)
840
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
V
Fig. 1. Starlike tree, T(1, 2, 2, 3, 4).
Proof. Consider a matrix, B = [bi j ] = xIn − L, where
bi j =
⎧ x − 1 if i = j ⎪ ⎨ ⎪ ⎩
√1
if i ∼ j
di d j
0 else.
Now,
φT (x) = det (B) =
σ ∈Sn
bσ ,
where bσ = sgn(σ )b1,σ (1) b2,σ (2) . . . bn,σ (n) and Sn is the set of all permutation of {1, . . . , n}. Now, for any σ ∈ Sn and σ (i) = i, bσ = 0 only when i ∼ σ (i). Since, T does not contain any cycle, here, σ is either the identity permutation or a product of disjoint transpositions. When σ is the identity permutation, bσ = (x − 1)n and if σ = (i1 σ (i1 ))(i2 σ (i2 )) . . . (il σ (il )) is a product of disjoint transpositions, then,
bσ =
(−1)l (x − 1)n−2l di
1
0 otherwise.
1 1 dσ (i ) di2 dσ (i ) 1 2
···
1 di dσ (i ) l l
if i j ∼ σ (i j ) ∀ j
Now, since, T has the maximum matching number k,
φT (x) =
k
(−1)|M| (x − 1)n−2|M|
i=0 M∈Mi
=
k
1 s(e)
e∈M
i) (−1)i (x − 1)n−2i R(−1 (T ).
i=0
Expanding the right hand side of the above equation we get
ap =
k i=0
(−1)i
n − 2i (i) R (T ). p − 2i −1
Corollary 2.1. For a tree T with maximum matching number k, 2) k) 1 − R−1 (T ) + R(−1 (T ) − · · · + (−1)k R(−1 (T ) = 0.
Corollary 2.2. Let T be a tree with maximum matching number k. The eigenvalues of T are 1 with the multiplicity n − 2k, and 1 ± (1 ≤ i ≤ k) where α i ’s are the zeros of the polynomial k) ψT (y) = yk − R−1 (T )yk−1 + · · · + (−1)k R(−1 (T ).
(6) √
αi
(7) (i)
The characteristics polynomial φ T (x) of a tree T can be expressed in terms of R−1 (T ), whose value depends on the structure (i)
of T. Now, we find the expression of R−1 (T ) for two different trees, starlike tree [10,22] and a specific type of double starlike trees [15,19]. 2.1. Starlike tree A tree is called starlike tree (see Fig. 1) if it has exactly one vertex v of degree grater than two. We denote a starlike tree with dv = r, 3 ≤ r ≤ n − 1, by T (l1 , l2 , . . . , lr ) where li ’s are positive integers with l1 + l2 + · · · + lr = n − 1, that is, T (l1 , l2 , . . . , lr ) − v =
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
841
Pl1 ∪ Pl2 ∪ · · · ∪ Plr where Pli is, a path on li vertices, connected to v (see Fig. 1 for an example). Now onwards, without loss of any generality, we assume 1 ≤ l1 ≤ l2 ≤ · · · ≤ lr . Theorem 2.2. Let T (l1 , l2 , . . . , lr ) be a starlike tree on n vertices with maximum matching number k. If there are exactly m (m = 0) number of li ’s which are odd numbers then , (i) T has the maximum matching number n−m+1 2 1 m 2 (ii) R−1 (T ) = (n + 1) + ( − 1). 4 4 r Furthermore, if l p1 , l p2 , . . . l pm are odd then m (l p j + 1) 1 (iii) |Mk (T )| = , and . m−1 lp j + 1 2 j=1 m lp j 1 (k) (iv) R−1 (T ) = . . lp j di j=1
Proof. (i) This part is obvious, since a maximal matching can be taken as follows: for each even li , we cover the corresponding Pli by a perfect matching. Consider another perfect matching on a Pli +1 where v ∈ Pli +1 and li is odd. For all other odd li ’s, take li −1 2
matching. (ii) T has m edges of strength r, (r − m) edges of strength 2r, (r − m) edges of strength 2 and the rest (n − 2r + m − 1) edges are of strength 4. Thus,
R−1 (T ) =
1 s(e) e∈E
=
1 m 2 (n + 1) + ( − 1). 4 4 r
(iii) Px has maximum matching number
|Mk (T )| =
x−1 2
with
x+1 2
number of matchings, when x is odd. Thus,
m m (l pk + 1) 2 j=1 k=1 k= j
=
m (l p j + 1)
2m−1
.
j=1
1 . lp j + 1
(iv) To get a maximal matching in T (l1 , l2 , . . . , lr ), where l p1 , l p2 , . . . , l pm are odd, one l p j is combined with v1 and the in other odd l p j one vertex, of degree one or two, remains uncovered. One or vertex is one or two respectively. Thus,
l p −1 j
2
positions are possible if the degree of the uncover
⎡
1 ⎢ k) R(−1 (T ) = ⎣m + (m − 1).2 di
m j=1
(l p j − 1) 2
⎤
⎡
+ · · · + 2k−1
⎤
m m j=1 k=1 k= j
(l pk − 1) ⎥ ⎦ 2
m m 1 ⎢ ⎥ = ⎣ (1 + (l pk − 1))⎦ di
=
j=1 k=1 k= j
m lp j 1 . . lp j di j=1
Corollary 2.3. If T is a tree as in Theorem (2.2), then the multiplicity of the eigenvalue 1 is m − 1. Remark. If m = 0 in Theorem (2.2), then T has maximum matching number k =
n−1 2
with |Mk (T )| =
n+1 2
(k)
and R−1 (T ) =
n−1 . di
Example. The spectrum of different starlike trees with n = 8 vertices are given bellow. Superscripts in the table show the algebraic multiplicity of an eigenvalue.
842
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
Fig. 2. Double starlike tree H2 (4, 4) and H4 (3, 5).
1.
Partition
Randic´ indices
λ(L)
1,1,5
25 21 11 , , 12 16 48
0,2,12 ,1 ±
√
√ 13± 37 √ 2 6
2.
1,2,4
13 3 17 1 , 2 , 48 , 48 6
0,2,1 ± 0.876,1 ± 0.558,1 ± 0.295
3.
1,3,3
13 71 5 , 48 , 16 6
0,2,12 ,1 ±
4.
2,2,3
9 5 , , 7,1 4 3 16 48
0,2,1 ±
1,1,1,4
6.
1,1,2,3
2, 39 , 32
7.
1,2,2,2
17 3 13 , , , 1 8 2 32 32
0,2,(1 ±
8.
1,1,1,1,3
33 13 , 20 20
0,2,1 ,1 ±
9.
1,1,1,2,2
9 19 , , 3 5 20 20
0,2,12 ,1 ±
10.
1,1,1,1,1,2
17 , 5 12 12
0,2,14 ,1 ±
7 32
3 ,1 2
√ √5 2 3 √ 9± 57 √ 2 6
± √
√1 ,1 ± 2 √ 0,2,1 ,1 ± 23 ,1 ± 2√1 2 √ √ 2 √ 0,2,12 ,1 ± 24± 2
15 31 3 , 32 , 32 8
5.
√
2
) ± 13
√1 2 ,1 2
4
1 √ 2 2
20 3 ,1 10
±
√1 2
5 12
2.2. Double starlike tree A tree T is called double starlike if it has exactly two vertices of degree greater than two. Let Hm (p, q) be a double starlike tree obtained by attaching p pendant vertices to one end-vertex of a path Pm and q pendant vertices to the other end-vertex of Pm . Thus, H2 (p, q) is a double star S p+1,q+1 , that is, a tree with exactly two non-pendant vertices with the degree p + 1 and q + 1 respectively. See Fig. 2 for examples. Lemma 2.1. Let Ci,n and k be the number of i-matchings and maximal matching number, respectively, of Pn (n ≥ 3), then
1 1 Ci,n−2 + i−1 Ci−1,n−2 , and 4i 4 k−1 1 ψPn (y) = (y − 1) (−1)i i Ci,n−2 yk−1−i , 4
i) R(−1 (Pn ) =
i=0
where ψPn (y) is defined as in Corollary 2.2. Proof. The maximum matching number of Pn is n2 and Ci,n = (n−i i ). Pn has n − 3 edges of strength 4 and two edges of strength 2. Thus,
1 1 1 1 Ci,n−2 + 2 × × i−1 Ci−1,n−3 + i−1 Ci−2,n−4 2 4i 4 4 1 1 = i Ci,n−2 + i−1 Ci−1,n−2 . 4 4
i) R(−1 (Pn ) =
which proves the first part of the theorem. (k) For the second part of the lemma, we have, R−1 (Pn ) = Therefore,
1 C . 4k−1 k−1,n−2
1 4
ψPn (y) = (yk − yk−1 ) − C1,n−2 (yk−1 − yk−2 ) + · · · 1 Ck−1,n−2 (y − 1) 4k−1 k−1 1 = (y − 1) (−1)i i Ci,n−2 yk−1−i . 4 +(−1)k−1
i=0
Theorem 2.3. Let T be the double starlike tree Hm (p, q), then
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
843
(i) T has the maximum matching number m 2 + 1, and the multiplicity of the eigenvalue 1 is p + q − 2 if m is even and p + q − 1 if m is odd, (i) (i) (i−1) (i−1) p+q (ii) R−1 (T ) = R−1 (Pm ) + ( p+1pq )(q+1) R−1 (Pm ) + 2( p+1)(q+1) R−1 (Pm−1 ),
(iii) and
ψT (y) =
(y − r1 )ψPm (y) − r2 ψPm−1 (y) i f m odd, y(ψPm (y) − r2 ψPm−1 (y)) − r1 ψPm (y) i f m even,
(8)
p+q where r1 = ( p+1pq )(q+1) , r2 = 2( p+1)(q+1) and ψ T (y) is defined as in Corollary 2.2.
Proof. (i) This is easy to verify. (ii) When m ≥ 3, T has p edges of strength p + 1, q edges of strength q + 1, 1 edge of strength 2( p + 1), 1 edges of strength 2(q + 1) and rest m − 3 edges of strength 4. Thus,
q 1 1 1 1 p 1 + Ci,m−2 + i−1 Ci−1,m−2 + i−1 + Ci−1,m−3 p+1 q+1 2( p + 1) 2(q + 1) 4i 4 4 1 1 1 pq p+q 1 + i−2 Ci−2,m−2 + i−2 Ci−2,m−3 + i−2 Ci−2,m−4 4 ( p + 1)(q + 1) 4 2( p + 1)(q + 1) 4 4( p + 1)(q + 1) 1 1 1 pq = i Ci,m−2 + i−1 Ci−1,m−2 + i−1 Ci−1,m−2 4 4 4 ( p + 1)(q + 1) 1 1 1 pq p+q p+q + i−2 Ci−2,m−2 + i−1 Ci−1,m−3 + i−2 Ci−2,m−3 4 ( p + 1)(q + 1) 4 2( p + 1)(q + 1) 4 2( p + 1)(q + 1) pq p+q i) = R(−1 (Pm ) + R(i−1) (P ) + R(i−1) (Pm−1 ) ( p + 1)(q + 1) −1 m 2( p + 1)(q + 1) −1
i) R(−1 (T ) =
Again if m = 2, then
R−1 (T ) = 1 + 2) R(−1 (T ) =
pq
( p + 1)(q + 1) pq
( p + 1)(q + 1)
, and
. (k)
(i)
(i)
(i−1)
(i−1)
(iii) We have, ψT (y) = yk − R−1 (T )yk−1 + · · · + (−1)k R−1 (T ) and R−1 (T ) = R−1 (Pm ) + r1 R−1 (Pm ) + r2 R−1 (Pm−1 ), 1 ≤ i ≤ k, where k is the maximum matching number of T. Hence the maximum matching number of Pm is k − 1 and the same is of Pm−1 is k − 1 if m odd and k − 2 otherwise. Thus, (k)
R−1 (T ) =
k−1) k−1) r1 R(−1 (Pm ) + r2 R(−1 (Pm−1 ) (k−1) r1 R−1 (Pm )
if m odd, if m even.
(9)
Hence the result follows. (1)
Example. Consider the double starlike trees as in Fig. 2. For the first tree, T1 = H2 (4, 4) we have R−1 (T1 ) =
41 25
(2)
and R−1 (T1 ) =
16 25 .
Thus the eigenvalues of T1 are 0, 16 , 2 0.2, 1.8. The second tree, T2 = H4 (3, 5) has maximum matching number equals to 3 and (1) (2) (3) 115 5 6 the Randic´ indices of matching are R−1 (T2 ) = 49 24 , R−1 (T2 ) = 96 and R−1 (T2 ) = 32 . Hence the eigenvalues of T2 are 0, 1 , 2, 1 ± 0.4263, 1 ± 0.9273. Theorem 2.4. Let T1 = Hm ( p1 , q1 ) and T2 = Hm ( p2 , q2 ) be L-cospectral. Then, T1 and T2 are isomorphic.
Proof. From Theorem (2.3) and (2.1) we have, p1 + q1 = p2 + q2 and p1 q1 = p2 q2 . Hence the proof. 3. Summary and conclusions The Zegreb indices and the Randic´ index are of great importance for molecular chemistry. They are used to characterize the molecular branching in chemical graphs. The general Randic´ indices for matching can also play an important role in this area. It can be used to characterize different classes of graphs. The estimation of general Randic´ indices for matching for trees, which are the simplest structure amongst the graphs, is much easier than others. Corollary 2.1 states that, for a n-vertex tree with maximum matching number k it is sufficient to calculate the zeros of a k degree polynomial to determine its complete spectrum. Furthermore, the Corollary 2.1 shows that the general Randic´ indices are related by a simple equation. Thus, we only need to calculate the k − 1 general Randic´ indices for matching to compute the complete set of eigenvalues.
844
A. Banerjee, R. Mehatari / Applied Mathematics and Computation 271 (2015) 838–844
Acknowledgments We are very grateful to the referees for detailed comments and suggestions, which helped to improve the manuscript. The author Ranjit Mehatari is supported by CSIR, Grant no 09/921(0080)/2013-EMR-I, India. References [1] H. Abdo, D. Dimitrov, T. Reti, D. Stevanovic, Estimating the spectral radius of a graph by the second Zagreb index, MATCH Commun. Math. Comput. Chem. 72 (2014) 741–751. [2] A. Banerjee, J. Jost, On the spectrum of the normalized graph Laplacian, Linear Algebra Appl. 428 (2008) 3015–3022. [3] Y. Alizadeh, On the higher Randic´ index, Iran. J. Math. Chem. 4 (2) (2013) 257–263. [4] B. Bollobás, P. Erdös, Graphs of extremal weights, Ars Combin. 50 (1998) 225–233. [5] M. Cavers, S. Fallat, S. Kirkland, On the normalized Laplacian energy and general Randic´ index r−1 of graphs, Linear Algebra Appl. 433 (2010) 172–190. [6] H. Chen, J. Jost, Minimum vertex covers and the spectrum of the normalized Laplacian on trees, Linear Algebra Appl. 437 (2012) 1089–1101. [7] F. Chung, Spectral Graph Theory, AMS, 1997. [8] J.-M. Guo, J. Li, W.C. Shiu, On the Laplacian, signless Laplacian and normalized Laplacian characteristic polynomials of a graph, Czechoslov. Math. J. 63 (3) (2013) 701–720. [9] I. Gutman, An exceptional property of first Zagreb index, MATCH Commun. Math. Comput. Chem. 72 (2014) 733–740. [10] I. Gutman, O. Araujo, J. Rada, Matchings in starlike trees, Appl. Math. Lett. 14 (2001) 843–848. [11] I. Gutman, B. Furtula, C. Elphick, Three new/old vertex-degree-based topological indices, MATCH Commun. Math. Comput. Chem. 72 (2014) 617–632. ´ Graph theory and molecular orbitals. Total ϕ -electron energy of alternant hydrocarbons, Chem. Phys. Lett. 17 (1972) 535–538. [12] I. Gutman, N. Trinajstic, [13] A. Hamzeh, T. Réti, An analogue of Zagreb index inequality obtained from graph irregularity measures, MATCH Commun. Math. Comput. Chem. 72 (2014) 669–683. [14] R. Kazemi, The second Zagreb index of molecular graphs with tree structure, MATCH Commun. Math. Comput. Chem. 72 (2014) 753–760. ´ Some results on symmetric double starlike trees, J. Appl. Math. Comput. 21 (2006) 215–222. [15] M. Lazic, [16] X. Li, Y. Shi, A survey on the Randic´ index, MATCH Commun. Math. Comput. Chem. 59 (2008) 127–156. [17] X. Li, Y. Shi, On a relation between the Randic´ index and the chromatic number, Discrete Math. 310 (2010) 2448–2451. [18] H. Lin, Vertices of degree two and the first Zagreb index of trees, MATCH Commun. Math. Comput. Chem. 72 (2014) 825–834. [19] X.G. Liu, Y.P. Zhang, P.L. Lu, One special double starlike graphs is determined by its Laplacian spectra, Appl. Math. Lett. 22 (2009) 435–438. [20] R. Mehatari, A. Banerjee, Effect on normalized graph Laplacian spectrum by motif attachment and duplication, Appl. Math. Comput. 261 (2015) 382–387. [21] J. Rada, R. Cruz, Vertex-degree-based topological indices over graphs, MATCH Commun. Math. Comput. Chem. 72 (2014) 603–616. [22] J. Rada, O. Araujo, Higher order connectivity index of star-like trees, Discrete Appl. Math. 119 (2002) 287–295. ´ On characterization of molecular branching, J. Amer. Chem. Soc. 97 (1975) 6609–6615. [23] M. Randic, [24] J.A. Rodriguez, A spectral approach to the Randic´ index, Linear Algebra Appl. 400 (2005) 339–344. [25] L. Shi, Bounds on Randic´ indices, Discrete Math. 309 (2009) 5238–5241. [26] Y. Shi, Note on two generalizations of the Randic´ index, Appl. Math. Comput. 265 (2015) 1019–1025. [27] A. Vasilyev, R. Darda, D. Stevanovic, Trees of given order and independence number with minimal first Zagreb index, MATCH Commun. Math. Comput. Chem. 72 (2014) 775–782. [28] K. Xu, K.C. Das, S. Balachandran, Maximizing the Zagreb indices of (n, m)-graphs, MATCH Commun. Math. Comput. Chem. 72 (2014) 641–654. [29] G. Yu, L. Feng, On the connective eccentricity index of graphs, MATCH Commun. Math. Comput. Chem. 69 (2013) 611–628. [30] G. Yu, H. Qu, L. Tang, L. Feng, On the connective eccentricity index of trees and unicyclic graphs with given diameter, J. Math. Anal. Appl. 420 (2014) 1776– 1786.