Linear Algebra and its Applications

Size: px
Start display at page:

Download "Linear Algebra and its Applications"

Transcription

1 Linear Algebra and its Applications Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: wwwelseviercom/locate/laa On the characteristic and Laplacian polynomials of trees Abbas Heydari a, Bijan Taeri b, a b Department of Mathematics, Islamic Azad University, Arak , Iran Department of Mathematical Sciences, Isfahan University of Technology, Isfahan , Iran A R T I C L E I N F O A B S T R A C T Article history: Received 27 November 2007 Accepted 8 September 2009 Available online 13 October 2009 Submitted by S Kirkland Keywords: Characteristic polynomial Tree Adjacency matrix Laplacian matrix We find the characteristic polynomials of adjacency and Laplacian matrices of arbitrary unweighted rooted trees in term of vertex degrees, using the concept of the rooted product of graphs Our result generalizes a result of Rojo and Soto [O Rojo, R Soto, The spectra of the adjacency matrix and Laplacian matrix for some balanced trees, Linear Algebra Appl ] on a special class of rooted unweighted trees, namely the trees such that their vertices in the same level have equal degrees 2009 Elsevier Inc All rights reserved 1 Introduction and results Computing characteristic polynomials of adjacency and Laplacian matrix of graphs is one of the essential topics in the theory of graphs Trees, which are acyclic connected graphs, are widely used in various fields of sciences A well known formula for the characteristic polynomial of a tree with n vertices is i c i λ n i, where the odd coefficients are zero, and the even coefficients are given by the rule that 1 r c 2r is the number of ways of choosing r disjoint edges in the tree see [1, p 49] For a rooted tree of three levels there is an exact formula for the characteristic polynomial of its adjacency matrix in terms of vertex degrees see for example [10] Let G be a simple graph Throughout the paper AG, DG, and LG = DG AG, denote the adjacency matrix, the diagonal matrix of vertex degrees, and the Laplacian matrix of G, respectively The characteristic polynomials of AG and LG are denoted by P G λ and Q G λ, respectively Finally we denote the spectrum of a matrix M by σm Let x 1 be a vertex of degree 1 in the graph G and let x 2 be the vertex adjacent to x 1 LetG 1 be the induced subgraph obtained from G by deleting the vertex x 1 and G 2 be the induced subgraph obtained from G by deleting the vertices x 1 and x 2 Then see [2, p 59] Corresponding author addresses: a-heydari@mathiutacir A Heydari, btaeri@cciutacir B Taeri /$ - see front matter 2009 Elsevier Inc All rights reserved doi:101016/jlaa

2 662 A Heydari, B Taeri / Linear Algebra and its Applications P G λ = λp G1 λ P G2 λ By iterating the above formula, the characteristic polynomial of a tree can easily be determined Recently computing characteristic polynomials of adjacency and Laplacian matrices of some classes of trees has been the object of many papers see for example [5 9] Rojo and Soto in [6] obtained characteristic polynomials of adjacency and Laplacian matrices of a special kind of rooted unweighted trees, namely the trees such that their vertices in the same level have equal degrees In this paper we use the concept of rooted product of graphs and find a recursive formula for characteristic polynomials of adjacency and Laplacian matrices of arbitrary rooted unweighted trees, in terms of vertex degrees Let us recall rooted product of graphs Suppose that G ={G 1, G 2,, G k } is a sequence of k rooted graphs and H is a labelled graph on k vertices The rooted product of H by G, which is denoted by HG, is obtained by identifying the root vertex of G i with the ith vertex of H see [4] In [3] the characteristic polynomials of AHG and LHG are computed, in terms of the characteristic polynomials of the graphs H and G i, i = 1, 2,, k One can represent a rooted tree in terms of a suitable rooted product In fact let T bearootedtreeof k + 1 levels and G 1, G 2,, G n be rooted trees of k levels that are obtained by deletion the root vertex of T Then T = S n+1 S 1, G 1, G 2,, G n is the rooted product of S n+1 by {S 1, G 1, G 2,, G n }, where S m is the star on m vertices see Fig 1 In order to state the main results of the paper we need some notation Let T bearootedtree of k levels Suppose that n k j+1, where j = 1, 2,, k, is the number of vertices on level j and d k j+1,i, where i = 1, 2,, n k j+1, is the degree of the ith vertex of level j Ife j,i denotes the number of neighbors on level k j + 2oftheith vertex from the level k j + 1ofT, where 2 j k, then { dj,i if j = k, e j,i = d j,i 1 if j /= k For j = 1, 2, 3,, k, put m j,0 = 0 and for 1 r n k j+1 put m j,r = e k j+1,1 + +e k j+1,r Inthe following theorem, we find a recursive formula for the characteristic polynomial of the adjacency matrix of a rooted tree of k levels Fig 1 S 4 S 1, G 1, G 2, G 3, where S n+1 is the star on n vertices and G 1, G 2, G 3 are arbitrary rooted trees

3 A Heydari, B Taeri / Linear Algebra and its Applications Theorem 1 LetTbearootedtreeofklevels Suppose that P 0,i = 1, where i = 1, 2,, n 1, and P 1,i = λ, where i = 1, 2,, n 2 If e j+1,r = 0 we put P j+1,r = λ, where j = 1, 2,, k 1 and 1 r n j In other cases we put m j+1,r P j+1,r = P j,i λ +m j+1,r 1 Then P T λ = P k,1 m j+1,r mj,i s=1+m j,i 1 P j 1,s +m j+1,r 1 P j,i Using a similar argument as in the proof of Theorem 1, we can derive a recursive formula for Laplacian polynomial of a rooted tree Theorem 2 LetTbearootedtreeofklevels Suppose that Q 0,i = 1, where i = 1, 2,, n 1 and Q 1,i = λ 1, where i = 1, 2,, n 2 Ife j+1,r = 0 we put Q j+1,r = λ 1, where j = 1, 2,, k 1 and 1 r n j In other cases we put m j+1,r Q j+1,r = Q j,i λ d j+1,r +m j+1,r 1 Then Q T λ = Q k,1 m j+1,r mj,i s=1+m j,i 1 Q j 1,s +m j+1,r 1 Q j,i 2 Proofs In this section we prove Theorem 1 Also we state some corollaries and examples of Theorems 1 and 2 Let G ={G 1, G 2,, G k } be a sequence of k rooted graphs of order n 1, n 2,, n k respectively, and H be a labelled graph on k vertices We shall use a suitable labelling of the vertices of HG 1, G 2,, G k as follows The root vertex of G 1 has label 1 and the vertices of G 1 have consecutive labels from 1 to n 1 The root vertex of G 2 has label n and the vertices of G 2 have consecutive labels from n to n 1 + n 2,, and finally the root vertex of G k has label n 1 + n 2 + +n k and the vertices of G k have consecutive labels from n 1 + n 2 + +n k 1 + 1ton 1 + n 2 + +n k Now let M 1,1 denote the matrix obtained by deletion of the first column and row of a matrix M, and put P Gi λ = detλi AG i 1,1, Q Gi λ = detλi LG i 1,1 IfG i is the graph of order 1 put P Gi λ = Q Gi λ = 1 We need the following theorem which is proved in [3, Theorem 1] the first part of Theorem A is proved by Godsil and McKay in [4]: Theorem A Let H and G 1, G 2,, G k, j = 1, 2,, k, be simple graphs If K = HG 1, G 2,, G k then P K λ = 1 k detm, where P Gi λ if i = j, M ij = P Gi λ if i /= j and AH ij = 1, 0 if i /= j and AH ij = 0, 1 i, j k, and Q K λ = detn, where Q Gi λ if i = j, N ij = Q Gi λ 0 if i /= j and AH ij = 1, if i /= j and AH ij = 0, 1 i, j k We also need the following lemma, which can be proved by an easy induction on n

4 664 A Heydari, B Taeri / Linear Algebra and its Applications Lemma 1 For i = 1, 2,, n, let x i be an arbitrary variable Then x x x 3 0 n n n = x i x j i=2 j=2,j /=i x n n n Now we are ready to prove a main result of the paper Proof of Theorem 1 We prove the assertion by induction on k Firstletk = 2 Then T isastaron n vertices and n 1 n 1 1 P T λ = P 2,1 = P 1,i λ = λ n1 1 λ 2 n 1 P 1 1,i Thus the assertion is true for k = 2 Suppose that the result is true for all positive integers which are smaller than k Suppose that T isarootedtreeofk levels Let G 1, G 2,, G ek be rooted trees with root vertex degrees e k 1,1, e k 1,2, e k 1,ek that are obtained by deletion the root vertex of T Then T = S ek +1S 1, G 1, G 2,, G ek Since AS ek +1 = using the notation of Theorem A, we have M 11 = P S1 λ = λ, M ii = P Gi 1 λ, 2 i e k + 1, M 1j = P S1 λ = 1, 2 j e k + 1, M i1 = P Gi 1 λ, 2 i e k + 1 Therefore by Theorem A and Lemma 1 we have λ P G1 λ P G1 λ 0 0 P T λ = 1 e k+1 P G2 λ 0 P G2 λ 0 P Gek λ 0 0 P Gek λ λ P G 1 λ 0 0 P G1 λ = 1 e k+1 PG1 λp G2 λ P Gek λ 1 0 P G 2 λ 0 P G2 λ P Ge k λ P Gek λ

5 A Heydari, B Taeri / Linear Algebra and its Applications = P G1 λp G2 λ P Gek λ λ = e k P Gi λ λ e k e k ek P Gi λ P Gi λ e k j=1,j /=i P Gj λ P Gj λ P Gi λ 1 P Gi λ By the induction hypothesis P Gr λ = P k 1,r, for 1 r e k Since P Gr λ is the characteristic polynomial of the graph which obtained by deleting the root vertex of G r, for 1 r e k,wehave m k 1,r P Gr λ = P k 2,s s=1+m k 1,r 1 In the special case if P Gr λ = λ, using the notation of Theorem A, wehavep Gr λ = 1 Since in the first level of T there is one vertex, we have n k = 1, m k,1 = e k Thus by replacing the last results in 1 we obtain that m k,1 m k,1 mk 1,i s=1+m P T λ = P k 1,i λ k 1,i 1 P k 2,s P +m k,0 +m k,0 k 1,i Therefore P T λ = P k,1 and the Theorem is proved Taking k = 3 in Theorem 1, we can obtain a well known formula, computed in [10], on the characteristic polynomial of the adjacency matrix of a rooted tree of 3 levels A rooted tree of 3 levels is shown in Fig 2 Corollary 1 LetTbearootedtreeof3levels and n = e 3,1 Then P T λ = λ n n n e 2,i n 1 λ 2 1 e 2,i 1 λ 2 e 2,i Proof Put k = 3 By Theorem 1, P T λ = P 3,1 Fori = 1, 2,, n 2, P 2,i = λ e 2,i 1 λ 2 e 2,i is the characteristic polynomial of the star graph of order e 2,i + 1 and for j = 1, 2,, n 1, P 1,j = λ Thus if n = e 3,1 denotes the degree of root vertex of T, then Fig 2 A rooted tree of 3 levels

6 666 A Heydari, B Taeri / Linear Algebra and its Applications m2,i n n s=1+m P T λ = P 2,i λ 2,i 1 P 1,s P 2,i n n λ = λ e2,i 1 λ 2 e 2,i λ e 2,i λ e 2,i 1 λ 2 e 2,i = λ n n n e 2,i n 1 λ 2 1 e 2,i 1 λ 2 e 2,i This completes the proof Now suppose T isarootedtreeofklevels and the vertices of T in the same level have equal degree In [8] Rojo and Robbiano, called such a tree a generalized Bethe tree They denoted the class of generalized Bethe trees of k levels by B k Rojo and Soto [6] computed the characteristic polynomial of adjacency and Laplacian matrices of graphs in B k As a corollary of Theorem 1 we can compute P βk λ, where β k is a generalized Bethe tree of k levels If d k j+1 denotes the vertex degree of vertices on level j in β k, then put { dj if j = k, e j = d j 1 if j /= k Since the vertices on the jth level in β k have equal degree, P j,1 = P j,i, for all i = 2,, n k j+1 IfP j λ denotes P j,i, then by Theorem 1 P j λ = P e j 1 λ j 1 λp j 1 λ e j P e j 1 j 2 λ 2 Corollary 2 Let P 0 λ = 1, P 1 λ = λ and P j λ = λp j 1 λ e j P j 2 λ for all j = 2, 3,, k Then P βk λ = P k λ k 1 j=1 Pn j n j+1 j λ Proof The proof is done by using 2 and an easy induction on k Now we state some corollaries of Theorem 2 First we find an exact formula for the characteristic polynomial of the Laplacian matrix of a rooted tree of 3 levels Corollary 3 LetTbearootedtreeof3levels and n = e 3,1 The characteristic polynomial of the Laplacian matrix of T is given by Q T λ = λ 1 n n n λ e 2,i n λ e 2,i λ + 1 λ n λ e 2,i λ + 1 Proof By Theorem 2, we have to compute Q 3,1 Forj = 1, 2,, n 1,wehaveQ 1,j = λ 1 and for r = 1, 2,, n 2 we have m 2,r m 2,r 1 Q 2,r = λ d 2,r = Q 1,i +m 2,r 1 e 2,r Q +m 2,r 1 1,i e 2,r 1 λ 1 λ e 2,r 1 λ 1 = λ 1 e 2,r 1 λ e 2,i λ + 1

7 A Heydari, B Taeri / Linear Algebra and its Applications Now let n = e 3,1 denotes the degree of root vertex of T Thus m2,i n n s=1+m Q T λ = Q 2,i λ n 2,i 1 Q 1,s Q 2,i n = λ 1 e 2,i 1 λ e 2,i + 1 n λ 1 λ e 2,i n λ 1 e 2,i 1 λ e 2,i + 1 = λ 1 n n n λ e 2,i n λ e 2,i λ + 1 λ n λ e 2,i λ + 1 So the proof is complete Suppose that β k is a generalized Bethe tree of k levels Since the vertices on the jth level in β k have equal degree, P j,1 = P ji, for all i = 1, 2,, n k j+1 IfP j λ denotes P j,i, then by Theorem 2 Q j λ = Q e j 1 j 1 λ λ d j Q j 1 e j Q e j 1 j 2 λ 3 Using 3 we can compute the characteristic polynomial of the Laplacian matrix of β k Corollary 4 Let Q 0 λ = 1, Q 1 λ = λ 1 and Q j λ = λ d j Q j 1 λ e j Q j 2 λ for all j = 2, 3,, k Then Q βk λ = Q k λ k 1 j=1 Q n j n j+1 j λ Proof The proof can be done by using 3 and an easy induction on k Fig 3 A rooted tree of 4 levels

8 668 A Heydari, B Taeri / Linear Algebra and its Applications Example 1 Let T be a rooted tree of 4 levels as shown in Fig 3 InT we have n 1 = n 2 = 6, n 3 = 4, n 4 = 1 and e 2,1 = e 2,2 = e 2,3 = 0, e 2,4 = 1, e 2,5 = 3, e 2,6 = 2 The values of e i,j and the labelling of T are shown in Fig 3 To compute the characteristic polynomial of the adjacency matrix of T, using Theorem 1, we must calculate P 4,1 = P T λ For vertices on the third level of T we have P 2,1 = P 2,2 = P 2,3 = λ By Theorem 1wehave P 2,4 = P 1,1 λ 1 = λ 2 1, P 1,1 P 2,5 = P 1,2 P 1,3 P 1,4 P 2,6 = P 1,5 P 1,6 λ 1 P 1,5 1 λ P 1,2 P 1,3 P 1,4 P 1,6 = λλ 2 2 For vertices on the second level of T we have P 3,1 = λ and P 3,2 = P 2,1 P 2,2 λ 1 1 = λλ 2 2, P 2,1 P 2,2 = λ 2 λ 2 3, P 3,3 = P 2,3 P 2,4 λ 1 P 1,1 = λ 4 3λ 2 + 1, P 2,3 P 2,4 P 3,4 = P 2,5 P 2,6 λ P 1,2P 1,3 P 1,4 P 1,5P 1,6 = λ 8 7λ λ 4 P 2,5 P 2,6 Therefore P T λ can be computed as follows: P 4,1 = P 3,1 P 3,2 P 3,3 P 3,4 λ 1 P 2,1P 2,2 P 2,3P 2,4 P 2,5P 2,6 P 3,1 P 3,2 P 3,3 P 3,4 = λ 17 16λ λ λ λ 9 198λ λ 5 To compute the characteristic polynomial of the Laplacian matrix of T, by Theorem 2, we have to calculate Q 4,1 = Q T λ For vertices on the third level of T we have Q 2,1 = Q 2,2 = Q 2,3 = λ 1 By Theorem 2 we have Q 2,4 = Q 1,1 λ 1 1 = λ 2 2λ, Q 1,1 Q 2,5 = Q 1,2 Q 1,3 Q 1,4 λ = λλ 4λ 1 2, Q 1,2 Q 1,3 Q 1,4 Q 2,6 = Q 1,5 Q 1,6 λ = λλ 1λ 3 Q 1,5 Q 1,6 For vertices on the second level of T we have Q 3,1 = λ 1, Q 3,2 = Q 2,1 Q 2,2 λ 2 1 Q 2,1 1 Q 2,2 = λλ 1λ 3,

9 A Heydari, B Taeri / Linear Algebra and its Applications Q 3,3 = Q 2,3 Q 2,4 λ 2 1 Q 1,1 = λλ 2λ 2 4λ + 2, Q 2,3 Q 2,4 Q 3,4 = Q 2,5 Q 2,6 λ 2 Q 1,2Q 1,3 Q 1,4 Q 1,5Q 1,6 Q 2,5 Q 2,6 = λλ 1 3 λ 4λ 3 7λ λ 2 Therefore Q T λ can be computed as follows: Q 4,1 = λ 17 32λ λ λ λ λ λ λ λ λ λ λ λ λ λ 3 450λ λ Acknowledgements The authors are greatly indebted to the referee whose valuable remarks and suggestions helped to revise the paper The authors also thank Professor Kirkland for his kind cooperations during the reviewing process of the article The second author was partially supported by the Center of Excellence of Mathematics of Isfahan University of Technology CEAMA References [1] N Biggs, Algebraic Graph Theory, Cambidge University, 1993 [2] D Cvetkovic, M Doob, H Sachs, Spectra of Graphs Theory and Application, third ed, Johann Ambrosius Barth Verlag, Heidelberg, Leipzig, 1995 [3] A Heydari, B Taeri, On the characteristic polynomial of a special class of graphs and spectra of balanced trees, Linear Algebra Appl [4] CD Godsil, BD McKay, A new graph product and its spectrum, Bull Austral Math Soc [5] O Rojo, The spectrum of the Laplacian matrix of a balanced binary tree, Linear Algebra Appl [6] O Rojo, R Soto, The spectra of the adjacency matrix and Laplacian matrix for some balanced trees, Linear Algebra Appl [7] O Rojo, On the spectra of certain rooted trees, Linear Algebra Appl [8] O Rojo, M Robbiano, On the spectra of some weighted rooted trees and applications, Linear Algebra Appl [9] O Rojo, The spectra of a graph obtained from copies of a generalized Bethe tree, Linear Algebra Appl [10] L Wang, X Li, S Zhang, Families of integral trees with diameters 4, 6, and 8, Discrete Appl Math

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications xxx (2008) xxx xxx Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: wwwelseviercom/locate/laa Graphs with three distinct

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 430 (2009) 532 543 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: wwwelseviercom/locate/laa Computing tight upper bounds

More information

On graphs with largest Laplacian eigenvalue at most 4

On graphs with largest Laplacian eigenvalue at most 4 AUSTRALASIAN JOURNAL OF COMBINATORICS Volume 44 (2009), Pages 163 170 On graphs with largest Laplacian eigenvalue at most 4 G. R. Omidi Department of Mathematical Sciences Isfahan University of Technology

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 435 (2011) 1029 1033 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: www.elsevier.com/locate/laa Subgraphs and the Laplacian

More information

On the second Laplacian eigenvalues of trees of odd order

On the second Laplacian eigenvalues of trees of odd order Linear Algebra and its Applications 419 2006) 475 485 www.elsevier.com/locate/laa On the second Laplacian eigenvalues of trees of odd order Jia-yu Shao, Li Zhang, Xi-ying Yuan Department of Applied Mathematics,

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 436 (2012) 99 111 Contents lists available at SciVerse ScienceDirect Linear Algebra and its Applications journal homepage: www.elsevier.com/locate/laa On weighted directed

More information

Spectrally arbitrary star sign patterns

Spectrally arbitrary star sign patterns Linear Algebra and its Applications 400 (2005) 99 119 wwwelseviercom/locate/laa Spectrally arbitrary star sign patterns G MacGillivray, RM Tifenbach, P van den Driessche Department of Mathematics and Statistics,

More information

Applied Mathematics Letters

Applied Mathematics Letters Applied Mathematics Letters (009) 15 130 Contents lists available at ScienceDirect Applied Mathematics Letters journal homepage: www.elsevier.com/locate/aml Spectral characterizations of sandglass graphs

More information

Graphs with given diameter maximizing the spectral radius van Dam, Edwin

Graphs with given diameter maximizing the spectral radius van Dam, Edwin Tilburg University Graphs with given diameter maximizing the spectral radius van Dam, Edwin Published in: Linear Algebra and its Applications Publication date: 2007 Link to publication Citation for published

More information

The minimum rank of matrices and the equivalence class graph

The minimum rank of matrices and the equivalence class graph Linear Algebra and its Applications 427 (2007) 161 170 wwwelseviercom/locate/laa The minimum rank of matrices and the equivalence class graph Rosário Fernandes, Cecília Perdigão Departamento de Matemática,

More information

Bulletin of the Iranian Mathematical Society

Bulletin of the Iranian Mathematical Society ISSN: 117-6X (Print) ISSN: 1735-8515 (Online) Bulletin of the Iranian Mathematical Society Vol. 4 (14), No. 6, pp. 1491 154. Title: The locating chromatic number of the join of graphs Author(s): A. Behtoei

More information

ON THE WIENER INDEX AND LAPLACIAN COEFFICIENTS OF GRAPHS WITH GIVEN DIAMETER OR RADIUS

ON THE WIENER INDEX AND LAPLACIAN COEFFICIENTS OF GRAPHS WITH GIVEN DIAMETER OR RADIUS MATCH Communications in Mathematical and in Computer Chemistry MATCH Commun. Math. Comput. Chem. 63 (2010) 91-100 ISSN 0340-6253 ON THE WIENER INDEX AND LAPLACIAN COEFFICIENTS OF GRAPHS WITH GIVEN DIAMETER

More information

Cospectrality of graphs

Cospectrality of graphs Linear Algebra and its Applications 451 (2014) 169 181 Contents lists available at ScienceDirect Linear Algebra and its Applications www.elsevier.com/locate/laa Cospectrality of graphs Alireza Abdollahi

More information

Some spectral inequalities for triangle-free regular graphs

Some spectral inequalities for triangle-free regular graphs Filomat 7:8 (13), 1561 1567 DOI 198/FIL138561K Published by Faculty of Sciences and Mathematics, University of Niš, Serbia Available at: http://wwwpmfniacrs/filomat Some spectral inequalities for triangle-free

More information

Laplacian spectral radius of trees with given maximum degree

Laplacian spectral radius of trees with given maximum degree Available online at www.sciencedirect.com Linear Algebra and its Applications 429 (2008) 1962 1969 www.elsevier.com/locate/laa Laplacian spectral radius of trees with given maximum degree Aimei Yu a,,1,

More information

On the spectral radius of graphs with cut edges

On the spectral radius of graphs with cut edges Linear Algebra and its Applications 389 (2004) 139 145 www.elsevier.com/locate/laa On the spectral radius of graphs with cut edges Huiqing Liu a,meilu b,, Feng Tian a a Institute of Systems Science, Academy

More information

THE SPECTRUM OF THE LAPLACIAN MATRIX OF A BALANCED 2 p -ARY TREE

THE SPECTRUM OF THE LAPLACIAN MATRIX OF A BALANCED 2 p -ARY TREE Proyecciones Vol 3, N o, pp 131-149, August 004 Universidad Católica del Norte Antofagasta - Chile THE SPECTRUM OF THE LAPLACIAN MATRIX OF A BALANCED p -ARY TREE OSCAR ROJO Universidad Católica del Norte,

More information

Minimizing the Laplacian eigenvalues for trees with given domination number

Minimizing the Laplacian eigenvalues for trees with given domination number Linear Algebra and its Applications 419 2006) 648 655 www.elsevier.com/locate/laa Minimizing the Laplacian eigenvalues for trees with given domination number Lihua Feng a,b,, Guihai Yu a, Qiao Li b a School

More information

Extremal Graphs for Randić Energy

Extremal Graphs for Randić Energy MATCH Communications in Mathematical and in Computer Chemistry MATCH Commun. Math. Comput. Chem. 77 (2017) 77-84 ISSN 0340-6253 Extremal Graphs for Randić Energy Kinkar Ch. Das, Shaowei Sun Department

More information

The spectrum of the edge corona of two graphs

The spectrum of the edge corona of two graphs Electronic Journal of Linear Algebra Volume Volume (1) Article 4 1 The spectrum of the edge corona of two graphs Yaoping Hou yphou@hunnu.edu.cn Wai-Chee Shiu Follow this and additional works at: http://repository.uwyo.edu/ela

More information

arxiv: v2 [math.co] 27 Jul 2013

arxiv: v2 [math.co] 27 Jul 2013 Spectra of the subdivision-vertex and subdivision-edge coronae Pengli Lu and Yufang Miao School of Computer and Communication Lanzhou University of Technology Lanzhou, 730050, Gansu, P.R. China lupengli88@163.com,

More information

Cospectral graphs and the generalized adjacency matrix

Cospectral graphs and the generalized adjacency matrix Linear Algebra and its Applications 42 2007) 41 www.elsevier.com/locate/laa Cospectral graphs and the generalized adjacency matrix E.R. van Dam a,1, W.H. Haemers a,, J.H. Koolen b,2 a Tilburg University,

More information

Resistance distance in wheels and fans

Resistance distance in wheels and fans Resistance distance in wheels and fans R B Bapat Somit Gupta February 4, 009 Abstract: The wheel graph is the join of a single vertex and a cycle, while the fan graph is the join of a single vertex and

More information

The effect on the algebraic connectivity of a tree by grafting or collapsing of edges

The effect on the algebraic connectivity of a tree by grafting or collapsing of edges Available online at www.sciencedirect.com Linear Algebra and its Applications 428 (2008) 855 864 www.elsevier.com/locate/laa The effect on the algebraic connectivity of a tree by grafting or collapsing

More information

Yimin Wei a,b,,1, Xiezhang Li c,2, Fanbin Bu d, Fuzhen Zhang e. Abstract

Yimin Wei a,b,,1, Xiezhang Li c,2, Fanbin Bu d, Fuzhen Zhang e. Abstract Linear Algebra and its Applications 49 (006) 765 77 wwwelseviercom/locate/laa Relative perturbation bounds for the eigenvalues of diagonalizable and singular matrices Application of perturbation theory

More information

Bipartite graphs with at most six non-zero eigenvalues

Bipartite graphs with at most six non-zero eigenvalues Also available at http://amc-journal.eu ISSN 1855-3966 (printed edn.), ISSN 1855-3974 (electronic edn.) ARS MATHEMATICA CONTEMPORANEA 11 (016) 315 35 Bipartite graphs with at most six non-zero eigenvalues

More information

ORIE 6334 Spectral Graph Theory September 8, Lecture 6. In order to do the first proof, we need to use the following fact.

ORIE 6334 Spectral Graph Theory September 8, Lecture 6. In order to do the first proof, we need to use the following fact. ORIE 6334 Spectral Graph Theory September 8, 2016 Lecture 6 Lecturer: David P. Williamson Scribe: Faisal Alkaabneh 1 The Matrix-Tree Theorem In this lecture, we continue to see the usefulness of the graph

More information

Ordering trees by their largest eigenvalues

Ordering trees by their largest eigenvalues Linear Algebra and its Applications 370 (003) 75 84 www.elsevier.com/locate/laa Ordering trees by their largest eigenvalues An Chang a,, Qiongxiang Huang b a Department of Mathematics, Fuzhou University,

More information

CHARACTERISTIC POLYNOMIAL OF SOME CLUSTER GRAPHS

CHARACTERISTIC POLYNOMIAL OF SOME CLUSTER GRAPHS Kragujevac Journal of Mathematics Volume 37(2) (2013), Pages 369 373 CHARACTERISTIC POLYNOMIAL OF SOME CLUSTER GRAPHS PRABHAKAR R HAMPIHOLI 1 AND BASAVRAJ S DURGI 2 Abstract The characteristic polynomial

More information

Energies of Graphs and Matrices

Energies of Graphs and Matrices Energies of Graphs and Matrices Duy Nguyen T Parabola Talk October 6, 2010 Summary 1 Definitions Energy of Graph 2 Laplacian Energy Laplacian Matrices Edge Deletion 3 Maximum energy 4 The Integral Formula

More information

Characteristic polynomials of skew-adjacency matrices of oriented graphs

Characteristic polynomials of skew-adjacency matrices of oriented graphs Characteristic polynomials of skew-adjacency matrices of oriented graphs Yaoping Hou Department of Mathematics Hunan Normal University Changsha, Hunan 410081, China yphou@hunnu.edu.cn Tiangang Lei Department

More information

An Introduction to Spectral Graph Theory

An Introduction to Spectral Graph Theory An Introduction to Spectral Graph Theory Mackenzie Wheeler Supervisor: Dr. Gary MacGillivray University of Victoria WheelerM@uvic.ca Outline Outline 1. How many walks are there from vertices v i to v j

More information

The Local Spectra of Regular Line Graphs

The Local Spectra of Regular Line Graphs The Local Spectra of Regular Line Graphs M. A. Fiol a, M. Mitjana b, a Departament de Matemàtica Aplicada IV Universitat Politècnica de Catalunya Barcelona, Spain b Departament de Matemàtica Aplicada I

More information

The spectra of super line multigraphs

The spectra of super line multigraphs The spectra of super line multigraphs Jay Bagga Department of Computer Science Ball State University Muncie, IN jbagga@bsuedu Robert B Ellis Department of Applied Mathematics Illinois Institute of Technology

More information

Spectral radii of graphs with given chromatic number

Spectral radii of graphs with given chromatic number Applied Mathematics Letters 0 (007 158 16 wwwelseviercom/locate/aml Spectral radii of graphs with given chromatic number Lihua Feng, Qiao Li, Xiao-Dong Zhang Department of Mathematics, Shanghai Jiao Tong

More information

Non-separating 2-factors of an even-regular graph

Non-separating 2-factors of an even-regular graph Discrete Mathematics 308 008) 5538 5547 www.elsevier.com/locate/disc Non-separating -factors of an even-regular graph Yusuke Higuchi a Yui Nomura b a Mathematics Laboratories College of Arts and Sciences

More information

Some constructions of integral graphs

Some constructions of integral graphs Some constructions of integral graphs A. Mohammadian B. Tayfeh-Rezaie School of Mathematics, Institute for Research in Fundamental Sciences (IPM), P.O. Box 19395-5746, Tehran, Iran ali m@ipm.ir tayfeh-r@ipm.ir

More information

RESISTANCE DISTANCE IN WHEELS AND FANS

RESISTANCE DISTANCE IN WHEELS AND FANS Indian J Pure Appl Math, 41(1): 1-13, February 010 c Indian National Science Academy RESISTANCE DISTANCE IN WHEELS AND FANS R B Bapat 1 and Somit Gupta Indian Statistical Institute, New Delhi 110 016,

More information

Communicated by Alireza Abdollahi. 1. Introduction. For a set S V, the open neighborhood of S is N(S) = v S

Communicated by Alireza Abdollahi. 1. Introduction. For a set S V, the open neighborhood of S is N(S) = v S Transactions on Combinatorics ISSN print: 2251-8657, ISSN on-line: 2251-8665 Vol. 01 No. 2 2012, pp. 49-57. c 2012 University of Isfahan www.combinatorics.ir www.ui.ac.ir ON THE VALUES OF INDEPENDENCE

More information

Integral trees of odd diameters

Integral trees of odd diameters Integral trees of odd diameters E. Ghorbani A. Mohammadian B. Tayfeh-Rezaie arxiv:1011.4666v1 [math.co] 21 Nov 2010 School of Mathematics, Institute for Research in Fundamental Sciences (IPM), P.O. Box

More information

CIRCULAR CHROMATIC NUMBER AND GRAPH MINORS. Xuding Zhu 1. INTRODUCTION

CIRCULAR CHROMATIC NUMBER AND GRAPH MINORS. Xuding Zhu 1. INTRODUCTION TAIWANESE JOURNAL OF MATHEMATICS Vol. 4, No. 4, pp. 643-660, December 2000 CIRCULAR CHROMATIC NUMBER AND GRAPH MINORS Xuding Zhu Abstract. This paper proves that for any integer n 4 and any rational number

More information

A property concerning the Hadamard powers of inverse M-matrices

A property concerning the Hadamard powers of inverse M-matrices Linear Algebra and its Applications 381 (2004 53 60 www.elsevier.com/locate/laa A property concerning the Hadamard powers of inverse M-matrices Shencan Chen Department of Mathematics, Fuzhou University,

More information

On zero-sum partitions and anti-magic trees

On zero-sum partitions and anti-magic trees Discrete Mathematics 09 (009) 010 014 Contents lists available at ScienceDirect Discrete Mathematics journal homepage: wwwelseviercom/locate/disc On zero-sum partitions and anti-magic trees Gil Kaplan,

More information

Chapter 2 Spectra of Finite Graphs

Chapter 2 Spectra of Finite Graphs Chapter 2 Spectra of Finite Graphs 2.1 Characteristic Polynomials Let G = (V, E) be a finite graph on n = V vertices. Numbering the vertices, we write down its adjacency matrix in an explicit form of n

More information

CLASSIFICATION OF TREES EACH OF WHOSE ASSOCIATED ACYCLIC MATRICES WITH DISTINCT DIAGONAL ENTRIES HAS DISTINCT EIGENVALUES

CLASSIFICATION OF TREES EACH OF WHOSE ASSOCIATED ACYCLIC MATRICES WITH DISTINCT DIAGONAL ENTRIES HAS DISTINCT EIGENVALUES Bull Korean Math Soc 45 (2008), No 1, pp 95 99 CLASSIFICATION OF TREES EACH OF WHOSE ASSOCIATED ACYCLIC MATRICES WITH DISTINCT DIAGONAL ENTRIES HAS DISTINCT EIGENVALUES In-Jae Kim and Bryan L Shader Reprinted

More information

Discrete Mathematics. The edge spectrum of the saturation number for small paths

Discrete Mathematics. The edge spectrum of the saturation number for small paths Discrete Mathematics 31 (01) 68 689 Contents lists available at SciVerse ScienceDirect Discrete Mathematics journal homepage: www.elsevier.com/locate/disc The edge spectrum of the saturation number for

More information

Graceful Tree Conjecture for Infinite Trees

Graceful Tree Conjecture for Infinite Trees Graceful Tree Conjecture for Infinite Trees Tsz Lung Chan Department of Mathematics The University of Hong Kong, Pokfulam, Hong Kong h0592107@graduate.hku.hk Wai Shun Cheung Department of Mathematics The

More information

A lower bound for the spectral radius of graphs with fixed diameter

A lower bound for the spectral radius of graphs with fixed diameter A lower bound for the spectral radius of graphs with fixed diameter Sebastian M. Cioabă Department of Mathematical Sciences, University of Delaware, Newark, DE 19716, USA e-mail: cioaba@math.udel.edu Edwin

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 435 (011) 1845 1856 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: wwwelseviercom/locate/laa Hurwitz rational functions

More information

Enumeration of subtrees of trees

Enumeration of subtrees of trees Enumeration of subtrees of trees Weigen Yan a,b 1 and Yeong-Nan Yeh b a School of Sciences, Jimei University, Xiamen 36101, China b Institute of Mathematics, Academia Sinica, Taipei 1159. Taiwan. Theoretical

More information

On the Adjacency Spectra of Hypertrees

On the Adjacency Spectra of Hypertrees On the Adjacency Spectra of Hypertrees arxiv:1711.01466v1 [math.sp] 4 Nov 2017 Gregory J. Clark and Joshua N. Cooper Department of Mathematics University of South Carolina November 7, 2017 Abstract We

More information

On the Least Eigenvalue of Graphs with Cut Vertices

On the Least Eigenvalue of Graphs with Cut Vertices Journal of Mathematical Research & Exposition Nov., 010, Vol. 30, No. 6, pp. 951 956 DOI:10.3770/j.issn:1000-341X.010.06.001 Http://jmre.dlut.edu.cn On the Least Eigenvalue of Graphs with Cut Vertices

More information

Extension of Strongly Regular Graphs

Extension of Strongly Regular Graphs Extension of Strongly Regular Graphs Ralucca Gera Department of Applied Mathematics Naval Postgraduate School, Monterey, CA 93943 email: rgera@nps.edu, phone (831) 656-2206, fax (831) 656-2355 and Jian

More information

1.10 Matrix Representation of Graphs

1.10 Matrix Representation of Graphs 42 Basic Concepts of Graphs 1.10 Matrix Representation of Graphs Definitions: In this section, we introduce two kinds of matrix representations of a graph, that is, the adjacency matrix and incidence matrix

More information

Minimum number of non-zero-entries in a 7 7 stable matrix

Minimum number of non-zero-entries in a 7 7 stable matrix Linear Algebra and its Applications 572 (2019) 135 152 Contents lists available at ScienceDirect Linear Algebra and its Applications www.elsevier.com/locate/laa Minimum number of non-zero-entries in a

More information

The minimal spectral radius of graphs with a given diameter

The minimal spectral radius of graphs with a given diameter Linear Algebra and its Applications 43 (007) 408 419 www.elsevier.com/locate/laa The minimal spectral radius of graphs with a given diameter E.R. van Dam a,, R.E. Kooij b,c a Tilburg University, Department

More information

v iv j E(G) x u, for each v V(G).

v iv j E(G) x u, for each v V(G). Volume 3, pp. 514-5, May 01 A NOTE ON THE LEAST EIGENVALUE OF A GRAPH WITH GIVEN MAXIMUM DEGREE BAO-XUAN ZHU Abstract. This note investigates the least eigenvalues of connected graphs with n vertices and

More information

1 Counting spanning trees: A determinantal formula

1 Counting spanning trees: A determinantal formula Math 374 Matrix Tree Theorem Counting spanning trees: A determinantal formula Recall that a spanning tree of a graph G is a subgraph T so that T is a tree and V (G) = V (T ) Question How many distinct

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 435 (2011) 2889 2895 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: www.elsevier.com/locate/laa Idempotent elements

More information

Inequalities for the spectra of symmetric doubly stochastic matrices

Inequalities for the spectra of symmetric doubly stochastic matrices Linear Algebra and its Applications 49 (2006) 643 647 wwwelseviercom/locate/laa Inequalities for the spectra of symmetric doubly stochastic matrices Rajesh Pereira a,, Mohammad Ali Vali b a Department

More information

Nullity of Hermitian-Adjacency Matrices of Mixed Graphs

Nullity of Hermitian-Adjacency Matrices of Mixed Graphs Journal of Mathematical Research with Applications Jan., 2018, Vol. 38, No. 1, pp. 23 33 DOI:10.3770/j.issn:2095-2651.2018.01.002 Http://jmre.dlut.edu.cn Nullity of Hermitian-Adjacency Matrices of Mixed

More information

arxiv: v1 [cs.ds] 11 Oct 2018

arxiv: v1 [cs.ds] 11 Oct 2018 Path matrix and path energy of graphs arxiv:1810.04870v1 [cs.ds] 11 Oct 018 Aleksandar Ilić Facebook Inc, Menlo Park, California, USA e-mail: aleksandari@gmail.com Milan Bašić Faculty of Sciences and Mathematics,

More information

Graph fundamentals. Matrices associated with a graph

Graph fundamentals. Matrices associated with a graph Graph fundamentals Matrices associated with a graph Drawing a picture of a graph is one way to represent it. Another type of representation is via a matrix. Let G be a graph with V (G) ={v 1,v,...,v n

More information

Intrinsic products and factorizations of matrices

Intrinsic products and factorizations of matrices Available online at www.sciencedirect.com Linear Algebra and its Applications 428 (2008) 5 3 www.elsevier.com/locate/laa Intrinsic products and factorizations of matrices Miroslav Fiedler Academy of Sciences

More information

PRODUCT DISTANCE MATRIX OF A GRAPH AND SQUARED DISTANCE MATRIX OF A TREE. R. B. Bapat and S. Sivasubramanian

PRODUCT DISTANCE MATRIX OF A GRAPH AND SQUARED DISTANCE MATRIX OF A TREE. R. B. Bapat and S. Sivasubramanian PRODUCT DISTANCE MATRIX OF A GRAPH AND SQUARED DISTANCE MATRIX OF A TREE R B Bapat and S Sivasubramanian Let G be a strongly connected, weighted directed graph We define a product distance η(i, j) for

More information

Spectra of the generalized edge corona of graphs

Spectra of the generalized edge corona of graphs Discrete Mathematics, Algorithms and Applications Vol 0, No 08) 85000 0 pages) c World Scientific Publishing Company DOI: 04/S7938309850007 Spectra of the generalized edge corona of graphs Yanyan Luo and

More information

Linear estimation in models based on a graph

Linear estimation in models based on a graph Linear Algebra and its Applications 302±303 (1999) 223±230 www.elsevier.com/locate/laa Linear estimation in models based on a graph R.B. Bapat * Indian Statistical Institute, New Delhi 110 016, India Received

More information

Improved Upper Bounds for the Laplacian Spectral Radius of a Graph

Improved Upper Bounds for the Laplacian Spectral Radius of a Graph Improved Upper Bounds for the Laplacian Spectral Radius of a Graph Tianfei Wang 1 1 School of Mathematics and Information Science Leshan Normal University, Leshan 614004, P.R. China 1 wangtf818@sina.com

More information

Determinant of the distance matrix of a tree with matrix weights

Determinant of the distance matrix of a tree with matrix weights Determinant of the distance matrix of a tree with matrix weights R. B. Bapat Indian Statistical Institute New Delhi, 110016, India fax: 91-11-26856779, e-mail: rbb@isid.ac.in Abstract Let T be a tree with

More information

Eigenvalues and edge-connectivity of regular graphs

Eigenvalues and edge-connectivity of regular graphs Eigenvalues and edge-connectivity of regular graphs Sebastian M. Cioabă University of Delaware Department of Mathematical Sciences Newark DE 19716, USA cioaba@math.udel.edu August 3, 009 Abstract In this

More information

IN1993, Klein and Randić [1] introduced a distance function

IN1993, Klein and Randić [1] introduced a distance function IAENG International Journal of Applied Mathematics 4:3 IJAM_4_3_0 Some esults of esistance Distance irchhoff Index Based on -Graph Qun Liu Abstract he resistance distance between any two vertices of a

More information

Ma/CS 6b Class 20: Spectral Graph Theory

Ma/CS 6b Class 20: Spectral Graph Theory Ma/CS 6b Class 20: Spectral Graph Theory By Adam Sheffer Eigenvalues and Eigenvectors A an n n matrix of real numbers. The eigenvalues of A are the numbers λ such that Ax = λx for some nonzero vector x

More information

The Laplacian spectrum of a mixed graph

The Laplacian spectrum of a mixed graph Linear Algebra and its Applications 353 (2002) 11 20 www.elsevier.com/locate/laa The Laplacian spectrum of a mixed graph Xiao-Dong Zhang a,, Jiong-Sheng Li b a Department of Mathematics, Shanghai Jiao

More information

Copies of a rooted weighted graph attached to an arbitrary weighted graph and applications

Copies of a rooted weighted graph attached to an arbitrary weighted graph and applications Electronic Journal of Linear Algebra Volume 26 Volume 26 2013 Article 47 2013 Copies of a rooted weighted graph attached to an arbitrary weighted graph and applications Domingos M. Cardoso dcardoso@ua.pt

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

Laplacian Integral Graphs with Maximum Degree 3

Laplacian Integral Graphs with Maximum Degree 3 Laplacian Integral Graphs with Maximum Degree Steve Kirkland Department of Mathematics and Statistics University of Regina Regina, Saskatchewan, Canada S4S 0A kirkland@math.uregina.ca Submitted: Nov 5,

More information

arxiv: v1 [math.co] 26 Sep 2017

arxiv: v1 [math.co] 26 Sep 2017 SPECTRAL RADIUS OF A STAR WITH ONE LONG ARM arxiv:170908871v1 [mathco] 26 Sep 2017 HYUNSHIK SHIN Abstract A tree is said to be starlike if exactly one vertex has degree greater than two In this paper,

More information

Absolute value equations

Absolute value equations Linear Algebra and its Applications 419 (2006) 359 367 www.elsevier.com/locate/laa Absolute value equations O.L. Mangasarian, R.R. Meyer Computer Sciences Department, University of Wisconsin, 1210 West

More information

THE MINIMUM MATCHING ENERGY OF BICYCLIC GRAPHS WITH GIVEN GIRTH

THE MINIMUM MATCHING ENERGY OF BICYCLIC GRAPHS WITH GIVEN GIRTH ROCKY MOUNTAIN JOURNAL OF MATHEMATICS Volume 46, Number 4, 2016 THE MINIMUM MATCHING ENERGY OF BICYCLIC GRAPHS WITH GIVEN GIRTH HONG-HAI LI AND LI ZOU ABSTRACT. The matching energy of a graph was introduced

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

A Sharp Upper Bound on Algebraic Connectivity Using Domination Number

A Sharp Upper Bound on Algebraic Connectivity Using Domination Number A Sharp Upper Bound on Algebraic Connectivity Using Domination Number M Aouchiche a, P Hansen a,b and D Stevanović c,d a GERAD and HEC Montreal, Montreal, Qc, CANADA b LIX, École Polytechnique, Palaiseau,

More information

Spectral Characterization of Generalized Cocktail-Party Graphs

Spectral Characterization of Generalized Cocktail-Party Graphs Journal of Mathematical Research with Applications Nov., 01, Vol. 3, No. 6, pp. 666 67 DOI:10.3770/j.issn:095-651.01.06.005 Http://jmre.dlut.edu.cn Spectral Characterization of Generalized Cocktail-Party

More information

Path decompositions and Gallai s conjecture

Path decompositions and Gallai s conjecture Journal of Combinatorial Theory, Series B 93 (005) 117 15 www.elsevier.com/locate/jctb Path decompositions and Gallai s conjecture Genghua Fan Department of Mathematics, Fuzhou University, Fuzhou, Fujian

More information

arxiv:math/ v1 [math.oa] 9 May 2005

arxiv:math/ v1 [math.oa] 9 May 2005 arxiv:math/0505154v1 [math.oa] 9 May 2005 A GENERALIZATION OF ANDÔ S THEOREM AND PARROTT S EXAMPLE DAVID OPĚLA Abstract. Andô s theorem states that any pair of commuting contractions on a Hilbert space

More information

Properties of θ-super positive graphs

Properties of θ-super positive graphs Properties of θ-super positive graphs Cheng Yeaw Ku Department of Mathematics, National University of Singapore, Singapore 117543 matkcy@nus.edu.sg Kok Bin Wong Institute of Mathematical Sciences, University

More information

Parity Versions of 2-Connectedness

Parity Versions of 2-Connectedness Parity Versions of 2-Connectedness C. Little Institute of Fundamental Sciences Massey University Palmerston North, New Zealand c.little@massey.ac.nz A. Vince Department of Mathematics University of Florida

More information

In this paper, we will investigate oriented bicyclic graphs whose skew-spectral radius does not exceed 2.

In this paper, we will investigate oriented bicyclic graphs whose skew-spectral radius does not exceed 2. 3rd International Conference on Multimedia Technology ICMT 2013) Oriented bicyclic graphs whose skew spectral radius does not exceed 2 Jia-Hui Ji Guang-Hui Xu Abstract Let S(Gσ ) be the skew-adjacency

More information

On the number of spanning trees of K m n ± G graphs

On the number of spanning trees of K m n ± G graphs Discrete Mathematics and Theoretical Computer Science DMTCS vol 8, 006, 35 48 On the number of spanning trees of K m n ± G graphs Stavros D Nikolopoulos and Charis Papadopoulos Department of Computer Science,

More information

Kernels of Directed Graph Laplacians. J. S. Caughman and J.J.P. Veerman

Kernels of Directed Graph Laplacians. J. S. Caughman and J.J.P. Veerman Kernels of Directed Graph Laplacians J. S. Caughman and J.J.P. Veerman Department of Mathematics and Statistics Portland State University PO Box 751, Portland, OR 97207. caughman@pdx.edu, veerman@pdx.edu

More information

A lower bound for the Laplacian eigenvalues of a graph proof of a conjecture by Guo

A lower bound for the Laplacian eigenvalues of a graph proof of a conjecture by Guo A lower bound for the Laplacian eigenvalues of a graph proof of a conjecture by Guo A. E. Brouwer & W. H. Haemers 2008-02-28 Abstract We show that if µ j is the j-th largest Laplacian eigenvalue, and d

More information

Discrete Mathematics. The average degree of a multigraph critical with respect to edge or total choosability

Discrete Mathematics. The average degree of a multigraph critical with respect to edge or total choosability Discrete Mathematics 310 (010 1167 1171 Contents lists available at ScienceDirect Discrete Mathematics journal homepage: www.elsevier.com/locate/disc The average degree of a multigraph critical with respect

More information

Central Groupoids, Central Digraphs, and Zero-One Matrices A Satisfying A 2 = J

Central Groupoids, Central Digraphs, and Zero-One Matrices A Satisfying A 2 = J Central Groupoids, Central Digraphs, and Zero-One Matrices A Satisfying A 2 = J Frank Curtis, John Drew, Chi-Kwong Li, and Daniel Pragel September 25, 2003 Abstract We study central groupoids, central

More information

Applied Mathematics Letters

Applied Mathematics Letters Applied Mathematics Letters 23 (2010) 1295 1300 Contents lists available at ScienceDirect Applied Mathematics Letters journal homepage: www.elsevier.com/locate/aml The Roman domatic number of a graph S.M.

More information

Spectral results on regular graphs with (k, τ)-regular sets

Spectral results on regular graphs with (k, τ)-regular sets Discrete Mathematics 307 (007) 1306 1316 www.elsevier.com/locate/disc Spectral results on regular graphs with (k, τ)-regular sets Domingos M. Cardoso, Paula Rama Dep. de Matemática, Univ. Aveiro, 3810-193

More information

(This is a sample cover image for this issue. The actual cover is not yet available at this time.)

(This is a sample cover image for this issue. The actual cover is not yet available at this time.) This is a sample cover image for this issue. The actual cover is not yet available at this time.) This article appeared in a journal published by Elsevier. The attached copy is furnished to the author

More information

Energy of Graphs. Sivaram K. Narayan Central Michigan University. Presented at CMU on October 10, 2015

Energy of Graphs. Sivaram K. Narayan Central Michigan University. Presented at CMU on October 10, 2015 Energy of Graphs Sivaram K. Narayan Central Michigan University Presented at CMU on October 10, 2015 1 / 32 Graphs We will consider simple graphs (no loops, no multiple edges). Let V = {v 1, v 2,..., v

More information

Ma/CS 6b Class 20: Spectral Graph Theory

Ma/CS 6b Class 20: Spectral Graph Theory Ma/CS 6b Class 20: Spectral Graph Theory By Adam Sheffer Recall: Parity of a Permutation S n the set of permutations of 1,2,, n. A permutation σ S n is even if it can be written as a composition of an

More information

DECOMPOSITIONS OF MULTIGRAPHS INTO PARTS WITH THE SAME SIZE

DECOMPOSITIONS OF MULTIGRAPHS INTO PARTS WITH THE SAME SIZE Discussiones Mathematicae Graph Theory 30 (2010 ) 335 347 DECOMPOSITIONS OF MULTIGRAPHS INTO PARTS WITH THE SAME SIZE Jaroslav Ivančo Institute of Mathematics P.J. Šafári University, Jesenná 5 SK-041 54

More information

Graphs with few total dominating sets

Graphs with few total dominating sets Graphs with few total dominating sets Marcin Krzywkowski marcin.krzywkowski@gmail.com Stephan Wagner swagner@sun.ac.za Abstract We give a lower bound for the number of total dominating sets of a graph

More information

On the spectral radii of quasi-tree graphs and quasiunicyclic graphs with k pendent vertices

On the spectral radii of quasi-tree graphs and quasiunicyclic graphs with k pendent vertices Electronic Journal of Linear Algebra Volume 20 Volume 20 (2010) Article 30 2010 On the spectral radii of quasi-tree graphs and quasiunicyclic graphs with k pendent vertices Xianya Geng Shuchao Li lscmath@mail.ccnu.edu.cn

More information