Directed Strongly Regular Graphs. Leif K. Jørgensen Aalborg University Denmark

Size: px
Start display at page:

Download "Directed Strongly Regular Graphs. Leif K. Jørgensen Aalborg University Denmark"

Transcription

1 Directed Strongly Regular Graphs Leif K. Jørgensen Aalborg University Denmark

2 A. Duval 1988: A directed strongly regular graph with parameters v, k, t, λ, µ is a directed graph with the following properties: 1. every vertex has indegree and outdegree k 2. for every pair of vertices x, y the number of vertices z so that x z y is t if x = y, λ if x y, µ otherwise.

3 A directed graph with vertices x 1,..., x v the adjacency matrix is the v v matrix A with A ij = 1 if x i x j 0 otherwise. A directed graph is strongly regular if its adjacency matrix A satisfies 1. AJ = JA = kj 2. A 2 = ti + λa + µ(j I A) For µ > 0 the first condition follows from the second condition: A 2 = ti + λa + µ(j I A) J = 1 µ A2 + µ λ) µ A + µ t µ I AJ = JA

4 For t = k the graph is undirected. It is strongly regular. This graph is a relation of a symmetric association scheme with 2 classes. For t = 0 we have µ = λ + 1, k = 2λ + 1, v = 2k + 1 = 4λ + 3. The graph is a doubly regular tournament. This graph is a relation of a non-symmetric association scheme with 2 classes.

5 Directed Moore graphs A directed graph with diameter 2 and maximum outdegree k has at most 1 + k + k 2 vertices. If it has exactly 1+k +k 2 vertices then it is a directed strongly regular graph with (v, k, t, λ, µ) = (1 + k + k 2, k, 0, 0, 1). But directed Moore graph do not exist. (Plesnik and Znam 1974).

6 A directed strongly regular graph with (v, k, t, λ, µ) = (k+k 2, k, 1, 0, 1) is an almost Moore directed graph. Theorem (Gimbert 1999) For each k there is a unique directed strongly regular graph with (v, k, t, λ, µ) = (k + k 2, k, 1, 0, 1). It is the line graph of a complete directed graph of order k + 1. The adjacency matrix of this directed graph has rank k + 1.

7 Theorem (Duval 1988) Suppose that there exists a directed strongly regular graph with parameters v, k, µ, λ, t, 0 < t < k. Then the parameters satisfy k(k + (µ λ)) = t + (v 1)µ 0 λ < t, 0 < µ t, 2(k t 1) µ λ 2(k t). The eigenvalues of the adjacency matrix are k > ρ = 1 2 ( (µ λ) + d) > σ = 1 ( (µ λ) d), 2 for some positive integer d, where d 2 = (µ λ) 2 + 4(t µ). The multiplicities are k + σ(n 1) 1,, ρ σ respectively. k + ρ(n 1), ρ σ If these conditions are satisfied then we say that the parameters are feasible. Feasible does not necessarily mean that a graph exists.

8 Directed strongly regular graphs with eigenvalue 0. Equivalent condition: t = µ. For (undirected) strongly regular graphs this is a complete multipartite graph. Theorem (J. 2005) Let r be a positive integer and let q be a rational number. Then there exists a feasible parameter set (v, k, µ, λ, t) with rank r and with k v = q if and only if 1 r q 2r 3. 2r Proof of if: If 1 r q 2r 3 2r and q = a b and b then (v, k, t, λ, µ) = for integers a ((r 1)b 2 m, (r 1)abm, ra 2 m, (ar b)am, ra 2 m) is a feasible parameter set with rank r, for every positive integer m.

9 We consider matrices A such that every entry of A is either 0 or 1 A is an n n matrix, for some n A has exactly k 1 s in each column and exactly k 1 s in each row, for some k. For a given number r, let B r be the set of all values of n k for which there exists a matrix with the above properties and with rank r.

10 Example The following matrix shows that 4 9 B

11 Theorem (J. 2005) Every set B r is finite, 2 r 1 1 B r < 2 r2. B 1 = {1}, B 2 = { 1 2 }, B 3 = { 1 3, 1 2, 2 3 }, B 4 = { 1 4, 1 3, 2 5, 1 2, 3 5, 2 3, 3 4 }, B 5 = { 1 5, 1 4, 2 7, 1 3, 3 8, 2 5, 3 7, 4 9, 1 2, 5 9, 4 7, 3 5, 5 8, 2 3, 5 7, 3 4, 4 5 }, B 6 = 45 B 7 = 147

12 Fiedler, Klin and Muzychuk (2002) proved that is not realizable (rank 4). (16, 6, 3, 1, 3) Theorem (J. 2003) If rank = 3 then either (v, k, t, λ, µ) = (6m, 2m, m, 0, m) or (v, k, t, λ, µ) = (8m, 4m, 3m, m, 3m) and if rank = 4 then either (v, k, t, λ, µ) = (6m, 3m, 2m, m, 2m) or (v, k, t, λ, µ) = (12m, 3m, m, 0, m), for some positive integer m. For rank 3 this was proved independently by Godsil, Hobart and Martin 2007.

13 Let B = J I A. Let A be the vectorspace spanned by {I, A, B}. Then A is closed under ordinary multiplication. A is also closed under Hadamard (entrywise) multiplication: I I = I, A A = A, B B = B, I A = I B = A I = A B = B I = B A = 0. If A if closed under transposition then (t = k or t = 0 and) we have a Bose-Mesner algebra.

14 Since A has a diagonalization, there exist projections E k, E ρ and E σ on the corresponding eigenspace with nullspace spanned by the other two eigenspaces. I = E k + E ρ + E σ A = ke k + ρe ρ + σe σ. B = (n k 1)E k (1 + ρ)e ρ (1 + σ)e σ. From these equations we find that E k = 1 n I + 1 n A + 1 n B, E ρ = k + nσ σ n(σ ρ) I + k n σ n(σ ρ) A + E σ = k + nρ ρ n(ρ σ) I + k n ρ n(ρ σ) A + k σ n(σ ρ) B, k ρ n(ρ σ) B.

15 There exist rational numbers qθφ ω, for θ, φ, ω {k, ρ, σ} such that E θ E φ = 1 v (qk θφ E k + q ρ θφ E ρ + q σ θφ E σ). In particular, for {θ, φ} = {ρ, σ}: q θ θθ = n(θ + φ2 ) 2(θ φ)(k φ) (θ φ) 2, q k θθ = nk k2 + 2kφ + nφ 2 φ 2 (θ φ) 2, q φ θθ = nφ(1 + φ) (θ φ) 2.

16 Lemma (Neumaier 1981) Let M be any matrix of rank r. Then M M has rank at most 2 1 r(r + 1). Theorem (J. 2003) Let G be a directed strongly regular graph. Let m be the multiplicity of an eigenvalue θ k. Suppose that the eigenvalue φ of A different from k and θ satisfies φ {0, 1}. Then v 1 2m(m + 3). If qθθ θ 0 then v 1 2m(m + 1).

17 Theorem (J. 2001) For every two natural numbers µ and k where µ divides k 1 there exists a directed strongly regular graph with v = (k + 1) k 1 µ t = µ + 1 λ = µ. The vertices are integers modulo v. There is a directed edge x y iff x + ky {1,..., k} mod v. The adjacency matrix satisfies A 2 = I + µj.

18 Let G be a group and let S G. Then the Cayley of G with connection set S is the graph with vertex set G and an edge x y iff x 1 y S. For k = 2µ + 1 the above directed strongly regular graph is a Cayley of the dihedral group of order v = 4µ + 4. These Cayley graphs were first found by Hobart and Shaw 1999.

19 Theorem (J. 2001) A directed strongly regular graph with 0 < t < k can not be a Cayley of an abelian group. Proof (Savchenko) Lemma If A is adjacency matrix of a Cayley graph of an abelian group then AA t = A t A. Suppose that A is the adjacency matrix of a directed strongly regular graph which is a Cayley graph of an abelian group. Then A is normal. The eigenvalues of A are real, as t > 0. Thus A is self-adjoint, and so A = A t. I.e., the is undirected, t = k.

20 Theorem (J. 2003) The parameters of a directed strongly regular graph satisfy (k t)(µ (k t)) λt. For a fixed vertex x let l denote the number of edges y z, where x y, y x and x y. Then (k t)(µ (k t)) l λt.

AALBORG UNIVERSITY. Directed strongly regular graphs with rank 5. Leif Kjær Jørgensen. Department of Mathematical Sciences. Aalborg University

AALBORG UNIVERSITY. Directed strongly regular graphs with rank 5. Leif Kjær Jørgensen. Department of Mathematical Sciences. Aalborg University AALBORG UNIVERSITY Directed strongly regular graphs with ran 5 by Leif Kjær Jørgensen R-2014-05 May 2014 Department of Mathematical Sciences Aalborg University Fredri Bajers Vej G DK - 9220 Aalborg Øst

More information

New feasibility conditions for directed strongly regular graphs

New feasibility conditions for directed strongly regular graphs New feasibility conditions for directed strongly regular graphs Sylvia A. Hobart Jason Williford Department of Mathematics University of Wyoming Laramie, Wyoming, U.S.A sahobart@uwyo.edu, jwillif1@uwyo.edu

More information

arxiv: v1 [math.co] 5 Oct 2014

arxiv: v1 [math.co] 5 Oct 2014 Construction of Directed Strongly Regular arxiv:1410.1161v1 [math.co] 5 Oct 2014 Graphs as Generalized Cayley Graphs Rongquan Feng, Liwei Zeng LMAM, School of Mathematical Sciences, Peking University,

More information

CONSTRUCTION OF DIRECTED STRONGLY REGULAR GRAPHS USING FINITE INCIDENCE STRUCTURES

CONSTRUCTION OF DIRECTED STRONGLY REGULAR GRAPHS USING FINITE INCIDENCE STRUCTURES CONSTRUCTION OF DIRECTED STRONGLY REGULAR GRAPHS USING FINITE INCIDENCE STRUCTURES OKTAY OLMEZ AND SUNG Y. SONG Abstract. We use finite incident structures to construct new infinite families of directed

More information

Oriented covers of the triangular graphs

Oriented covers of the triangular graphs Oriented covers of the triangular graphs Akihiro Munemasa Tohoku University (joint work with Keiji Ito) March 30, 2018 Beijing Normal University A. Munemasa Triangular graphs March 30, 2018 1 / 23 Contents

More information

Algorithmic Approach to Non-symmetric 3-class Association Schemes

Algorithmic Approach to Non-symmetric 3-class Association Schemes Algorithmic Approach to Non-symmetric 3-class Association Schemes Leif K. Jørgensen Dept. of Mathematical Sciences, Aalborg University Fr. Bajers Vej 7, 9220 Aalborg, Denmark. leif@math.aau.dk Summary.

More information

Some Families of Directed Strongly Regular Graphs Obtained from Certain Finite Incidence Structures

Some Families of Directed Strongly Regular Graphs Obtained from Certain Finite Incidence Structures Some Families of Directed Strongly Regular Graphs Obtained from Certain Finite Incidence Structures Oktay Olmez Department of Mathematics Iowa State University 24th Cumberland Conference on Combinatorics,

More information

Introduction to Association Schemes

Introduction to Association Schemes Introduction to Association Schemes Akihiro Munemasa Tohoku University June 5 6, 24 Algebraic Combinatorics Summer School, Sendai Assumed results (i) Vandermonde determinant: a a m =. a m a m m i

More information

Directed strongly walk-regular graphs

Directed strongly walk-regular graphs J Algebr Comb (2018) 47:623 639 https://doi.org/10.1007/s10801-017-0789-8 Directed strongly walk-regular graphs E. R. van Dam 1 G. R. Omidi 2,3 Received: 31 May 2016 / Accepted: 6 September 2017 / Published

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

Vertex subsets with minimal width and dual width

Vertex subsets with minimal width and dual width Vertex subsets with minimal width and dual width in Q-polynomial distance-regular graphs University of Wisconsin & Tohoku University February 2, 2011 Every face (or facet) of a hypercube is a hypercube...

More information

Periodicity & State Transfer Some Results Some Questions. Periodic Graphs. Chris Godsil. St John s, June 7, Chris Godsil Periodic Graphs

Periodicity & State Transfer Some Results Some Questions. Periodic Graphs. Chris Godsil. St John s, June 7, Chris Godsil Periodic Graphs St John s, June 7, 2009 Outline 1 Periodicity & State Transfer 2 Some Results 3 Some Questions Unitary Operators Suppose X is a graph with adjacency matrix A. Definition We define the operator H X (t)

More information

GRE Subject test preparation Spring 2016 Topic: Abstract Algebra, Linear Algebra, Number Theory.

GRE Subject test preparation Spring 2016 Topic: Abstract Algebra, Linear Algebra, Number Theory. GRE Subject test preparation Spring 2016 Topic: Abstract Algebra, Linear Algebra, Number Theory. Linear Algebra Standard matrix manipulation to compute the kernel, intersection of subspaces, column spaces,

More information

Coherent Configurations and Association Schemes. Part I. Definitions, examples, simple facts

Coherent Configurations and Association Schemes. Part I. Definitions, examples, simple facts Coherent Configurations and Association Schemes Part I Definitions, examples, simple facts Mikhail Klin Department of Mathematics Ben Gurion University of the Negev Beer Sheva, Israel Special Semester

More information

Commutative Association Schemes Whose Symmetrizations Have Two Classes*

Commutative Association Schemes Whose Symmetrizations Have Two Classes* Journal of Algebraic Combinatorics 5 (1996), 47-55 1996 Kluwer Academic Publishers, Boston. Manufactured in The Netherlands. Commutative Association Schemes Whose Symmetrizations Have Two Classes* SUNG

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

Strongly regular graphs and substructures of finite classical polar spaces

Strongly regular graphs and substructures of finite classical polar spaces Strongly regular graphs and substructures of finite classical polar spaces Jan De Beule Department of Mathematics Ghent University June 25th, 2015 8th Slovenian International Conference on Graph Theory

More information

Combinatorics of p-ary Bent Functions

Combinatorics of p-ary Bent Functions Combinatorics of p-ary Bent Functions MIDN 1/C Steven Walsh United States Naval Academy 25 April 2014 Objectives Introduction/Motivation Definitions Important Theorems Main Results: Connecting Bent Functions

More information

18.312: Algebraic Combinatorics Lionel Levine. Lecture 19

18.312: Algebraic Combinatorics Lionel Levine. Lecture 19 832: Algebraic Combinatorics Lionel Levine Lecture date: April 2, 20 Lecture 9 Notes by: David Witmer Matrix-Tree Theorem Undirected Graphs Let G = (V, E) be a connected, undirected graph with n vertices,

More information

Spectra of Semidirect Products of Cyclic Groups

Spectra of Semidirect Products of Cyclic Groups Spectra of Semidirect Products of Cyclic Groups Nathan Fox 1 University of Minnesota-Twin Cities Abstract The spectrum of a graph is the set of eigenvalues of its adjacency matrix A group, together with

More information

Characterizations of Strongly Regular Graphs: Part II: Bose-Mesner algebras of graphs. Sung Y. Song Iowa State University

Characterizations of Strongly Regular Graphs: Part II: Bose-Mesner algebras of graphs. Sung Y. Song Iowa State University Characterizations of Strongly Regular Graphs: Part II: Bose-Mesner algebras of graphs Sung Y. Song Iowa State University sysong@iastate.edu Notation K: one of the fields R or C X: a nonempty finite set

More information

A Questionable Distance-Regular Graph

A Questionable Distance-Regular Graph A Questionable Distance-Regular Graph Rebecca Ross Abstract In this paper, we introduce distance-regular graphs and develop the intersection algebra for these graphs which is based upon its intersection

More information

Strongly Regular Decompositions of the Complete Graph

Strongly Regular Decompositions of the Complete Graph Journal of Algebraic Combinatorics, 17, 181 201, 2003 c 2003 Kluwer Academic Publishers. Manufactured in The Netherlands. Strongly Regular Decompositions of the Complete Graph EDWIN R. VAN DAM Edwin.vanDam@uvt.nl

More information

Equiangular lines in Euclidean spaces

Equiangular lines in Euclidean spaces Equiangular lines in Euclidean spaces Gary Greaves 東北大学 Tohoku University 14th August 215 joint work with J. Koolen, A. Munemasa, and F. Szöllősi. Gary Greaves Equiangular lines in Euclidean spaces 1/23

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

Constructions of partial geometric difference sets

Constructions of partial geometric difference sets Constructions of partial geometric difference sets Oktay Olmez Department of Mathematics Ankara University New Directions in Combinatorics May 24, 2016 Singapore Partial geometric designs Partial geometric

More information

Very few Moore Graphs

Very few Moore Graphs Very few Moore Graphs Anurag Bishnoi June 7, 0 Abstract We prove here a well known result in graph theory, originally proved by Hoffman and Singleton, that any non-trivial Moore graph of diameter is regular

More information

3-Class Association Schemes and Hadamard Matrices of a Certain Block Form

3-Class Association Schemes and Hadamard Matrices of a Certain Block Form Europ J Combinatorics (1998) 19, 943 951 Article No ej980251 3-Class Association Schemes and Hadamard Matrices of a Certain Block Form R W GOLDBACH AND H L CLAASEN We describe 3-class association schemes

More information

Tilburg University. Strongly Regular Graphs with Maximal Energy Haemers, W. H. Publication date: Link to publication

Tilburg University. Strongly Regular Graphs with Maximal Energy Haemers, W. H. Publication date: Link to publication Tilburg University Strongly Regular Graphs with Maximal Energy Haemers, W. H. Publication date: 2007 Link to publication Citation for published version (APA): Haemers, W. H. (2007). Strongly Regular Graphs

More information

Complex Hadamard matrices and 3-class association schemes

Complex Hadamard matrices and 3-class association schemes Complex Hadamard matrices and 3-class association schemes Akihiro Munemasa 1 1 Graduate School of Information Sciences Tohoku University (joint work with Takuya Ikuta) June 26, 2013 The 30th Algebraic

More information

Triply Regular Graphs

Triply Regular Graphs Triply Regular Graphs by Krystal J. Guo Simon Fraser University Burnaby, British Columbia, Canada, 2011 c Krystal J. Guo 2011 Abstract This project studies a regularity condition on graphs. A graph X

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

Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4

Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4 Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4 Akihiro Munemasa Tohoku University (joint work with Takuya Ikuta) November 17, 2017 Combinatorics Seminar

More information

Ma/CS 6b Class 23: Eigenvalues in Regular Graphs

Ma/CS 6b Class 23: Eigenvalues in Regular Graphs Ma/CS 6b Class 3: Eigenvalues in Regular Graphs By Adam Sheffer Recall: The Spectrum of a Graph Consider a graph G = V, E and let A be the adjacency matrix of G. The eigenvalues of G are the eigenvalues

More information

Rings, Paths, and Paley Graphs

Rings, Paths, and Paley Graphs Spectral Graph Theory Lecture 5 Rings, Paths, and Paley Graphs Daniel A. Spielman September 12, 2012 5.1 About these notes These notes are not necessarily an accurate representation of what happened in

More information

Math 315: Linear Algebra Solutions to Assignment 7

Math 315: Linear Algebra Solutions to Assignment 7 Math 5: Linear Algebra s to Assignment 7 # Find the eigenvalues of the following matrices. (a.) 4 0 0 0 (b.) 0 0 9 5 4. (a.) The characteristic polynomial det(λi A) = (λ )(λ )(λ ), so the eigenvalues are

More information

Applying block intersection polynomials to study graphs and designs

Applying block intersection polynomials to study graphs and designs Applying block intersection polynomials to study graphs and designs Leonard Soicher Queen Mary University of London CoCoA15, Colorado State University, Fort Collins, July 2015 Leonard Soicher (QMUL) Block

More information

MTH 5102 Linear Algebra Practice Final Exam April 26, 2016

MTH 5102 Linear Algebra Practice Final Exam April 26, 2016 Name (Last name, First name): MTH 5 Linear Algebra Practice Final Exam April 6, 6 Exam Instructions: You have hours to complete the exam. There are a total of 9 problems. You must show your work and write

More information

Automorphisms of Strongly Regular Graphs

Automorphisms of Strongly Regular Graphs arxiv:1411.3429v1 [math.co] 13 Nov 2014 Automorphisms of Strongly Regular Graphs S. De Winter, E. Kamischke, Z. Wang August 27, 2018 Abstract In this article we generalize a theorem of Benson for generalized

More information

Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4

Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4 Butson-Hadamard matrices in association schemes of class 6 on Galois rings of characteristic 4 Akihiro Munemasa Tohoku University (joint work with Takuya Ikuta) November 17, 2017 Combinatorics Seminar

More information

On the inverse matrix of the Laplacian and all ones matrix

On the inverse matrix of the Laplacian and all ones matrix On the inverse matrix of the Laplacian and all ones matrix Sho Suda (Joint work with Michio Seto and Tetsuji Taniguchi) International Christian University JSPS Research Fellow PD November 21, 2012 Sho

More information

Strongly regular graphs and Borsuk s conjecture

Strongly regular graphs and Borsuk s conjecture Optimal Point Configurations and Orthogonal Polynomials 2017 Strongly regular graphs and Borsuk s conjecture Andriy Bondarenko Norwegian University of Science and Technology 19 April 2017 Andriy Bondarenko

More information

Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI?

Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI? Section 5. The Characteristic Polynomial Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI? Property The eigenvalues

More information

An Algorithmist s Toolkit September 10, Lecture 1

An Algorithmist s Toolkit September 10, Lecture 1 18.409 An Algorithmist s Toolkit September 10, 2009 Lecture 1 Lecturer: Jonathan Kelner Scribe: Jesse Geneson (2009) 1 Overview The class s goals, requirements, and policies were introduced, and topics

More information

Strongly regular graphs and the Higman-Sims group. Padraig Ó Catháin National University of Ireland, Galway. June 14, 2012

Strongly regular graphs and the Higman-Sims group. Padraig Ó Catháin National University of Ireland, Galway. June 14, 2012 Strongly regular graphs and the Higman-Sims group Padraig Ó Catháin National University of Ireland, Galway. June 14, 2012 We introduce some well known results about permutation groups, strongly regular

More information

A linear algebraic view of partition regular matrices

A linear algebraic view of partition regular matrices A linear algebraic view of partition regular matrices Leslie Hogben Jillian McLeod June 7, 3 4 5 6 7 8 9 Abstract Rado showed that a rational matrix is partition regular over N if and only if it satisfies

More information

Strongly regular graphs and Borsuk s conjecture

Strongly regular graphs and Borsuk s conjecture Seminar talk Department of Mathematics, Shanghai Jiao Tong University Strongly regular graphs and Borsuk s conjecture Andriy Bondarenko Norwegian University of Science and Technology and National Taras

More information

Linear Algebra Practice Final

Linear Algebra Practice Final . Let (a) First, Linear Algebra Practice Final Summer 3 3 A = 5 3 3 rref([a ) = 5 so if we let x 5 = t, then x 4 = t, x 3 =, x = t, and x = t, so that t t x = t = t t whence ker A = span(,,,, ) and a basis

More information

Real symmetric matrices/1. 1 Eigenvalues and eigenvectors

Real symmetric matrices/1. 1 Eigenvalues and eigenvectors Real symmetric matrices 1 Eigenvalues and eigenvectors We use the convention that vectors are row vectors and matrices act on the right. Let A be a square matrix with entries in a field F; suppose that

More information

Applicable Analysis and Discrete Mathematics available online at GRAPHS WITH TWO MAIN AND TWO PLAIN EIGENVALUES

Applicable Analysis and Discrete Mathematics available online at   GRAPHS WITH TWO MAIN AND TWO PLAIN EIGENVALUES Applicable Analysis and Discrete Mathematics available online at http://pefmath.etf.rs Appl. Anal. Discrete Math. 11 (2017), 244 257. https://doi.org/10.2298/aadm1702244h GRAPHS WITH TWO MAIN AND TWO PLAIN

More information

Conditioning of the Entries in the Stationary Vector of a Google-Type Matrix. Steve Kirkland University of Regina

Conditioning of the Entries in the Stationary Vector of a Google-Type Matrix. Steve Kirkland University of Regina Conditioning of the Entries in the Stationary Vector of a Google-Type Matrix Steve Kirkland University of Regina June 5, 2006 Motivation: Google s PageRank algorithm finds the stationary vector of a stochastic

More information

CSL361 Problem set 4: Basic linear algebra

CSL361 Problem set 4: Basic linear algebra CSL361 Problem set 4: Basic linear algebra February 21, 2017 [Note:] If the numerical matrix computations turn out to be tedious, you may use the function rref in Matlab. 1 Row-reduced echelon matrices

More information

Group fusion power of association schemes

Group fusion power of association schemes Group fusion power of association schemes Shanghai Jiao Tong University jasonzd@sjtu.edu.cn Aug 7th, 2018, G2R2 @ Novosibirsk There is a written proof of every mathematical theorem, in Russian. I couldn

More information

The Graph Realization Problem

The Graph Realization Problem The Graph Realization Problem via Semi-Definite Programming A. Y. Alfakih alfakih@uwindsor.ca Mathematics and Statistics University of Windsor The Graph Realization Problem p.1/21 The Graph Realization

More information

Peter J. Dukes. 22 August, 2012

Peter J. Dukes. 22 August, 2012 22 August, 22 Graph decomposition Let G and H be graphs on m n vertices. A decompostion of G into copies of H is a collection {H i } of subgraphs of G such that each H i = H, and every edge of G belongs

More information

Linear Algebra II Lecture 13

Linear Algebra II Lecture 13 Linear Algebra II Lecture 13 Xi Chen 1 1 University of Alberta November 14, 2014 Outline 1 2 If v is an eigenvector of T : V V corresponding to λ, then v is an eigenvector of T m corresponding to λ m since

More information

Math 4153 Exam 3 Review. The syllabus for Exam 3 is Chapter 6 (pages ), Chapter 7 through page 137, and Chapter 8 through page 182 in Axler.

Math 4153 Exam 3 Review. The syllabus for Exam 3 is Chapter 6 (pages ), Chapter 7 through page 137, and Chapter 8 through page 182 in Axler. Math 453 Exam 3 Review The syllabus for Exam 3 is Chapter 6 (pages -2), Chapter 7 through page 37, and Chapter 8 through page 82 in Axler.. You should be sure to know precise definition of the terms we

More information

AUTOMORPHISM GROUPS AND SPECTRA OF CIRCULANT GRAPHS

AUTOMORPHISM GROUPS AND SPECTRA OF CIRCULANT GRAPHS AUTOMORPHISM GROUPS AND SPECTRA OF CIRCULANT GRAPHS MAX GOLDBERG Abstract. We explore ways to concisely describe circulant graphs, highly symmetric graphs with properties that are easier to generalize

More information

Sudoku and Matrices. Merciadri Luca. June 28, 2011

Sudoku and Matrices. Merciadri Luca. June 28, 2011 Sudoku and Matrices Merciadri Luca June 28, 2 Outline Introduction 2 onventions 3 Determinant 4 Erroneous Sudoku 5 Eigenvalues Example 6 Transpose Determinant Trace 7 Antisymmetricity 8 Non-Normality 9

More information

The maximum size of a partial spread in H(4n + 1,q 2 ) is q 2n+1 + 1

The maximum size of a partial spread in H(4n + 1,q 2 ) is q 2n+1 + 1 The maximum size of a partial spread in H(4n +, 2 ) is 2n+ + Frédéric Vanhove Dept. of Pure Mathematics and Computer Algebra, Ghent University Krijgslaan 28 S22 B-9000 Ghent, Belgium fvanhove@cage.ugent.be

More information

Foundations of Matrix Analysis

Foundations of Matrix Analysis 1 Foundations of Matrix Analysis In this chapter we recall the basic elements of linear algebra which will be employed in the remainder of the text For most of the proofs as well as for the details, the

More information

Eigenvalues and Eigenvectors A =

Eigenvalues and Eigenvectors A = Eigenvalues and Eigenvectors Definition 0 Let A R n n be an n n real matrix A number λ R is a real eigenvalue of A if there exists a nonzero vector v R n such that A v = λ v The vector v is called an eigenvector

More information

Advanced Engineering Mathematics Prof. Pratima Panigrahi Department of Mathematics Indian Institute of Technology, Kharagpur

Advanced Engineering Mathematics Prof. Pratima Panigrahi Department of Mathematics Indian Institute of Technology, Kharagpur Advanced Engineering Mathematics Prof. Pratima Panigrahi Department of Mathematics Indian Institute of Technology, Kharagpur Lecture No. #07 Jordan Canonical Form Cayley Hamilton Theorem (Refer Slide Time:

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

Explorations of edge-weighted Cayley graphs and p-ary bent functions

Explorations of edge-weighted Cayley graphs and p-ary bent functions arxiv:406.087v [math.co] 4 Jun 204 Explorations of edge-weighted Cayley graphs and p-ary bent functions Charles Celerier, David Joyner, Caroline Melles, David Phillips, Steven Walsh June 8, 208 Abstract

More information

Critical Groups for Cayley Graphs of Bent Functions

Critical Groups for Cayley Graphs of Bent Functions Critical Groups for Cayley Graphs of Bent Functions Thomas F. Gruebl Adviser: David Joyner December 9, 2015 1 Introduction This paper will study the critical group of bent functions in the p-ary case.

More information

Directed strongly regular graphs obtained from coherent algebras

Directed strongly regular graphs obtained from coherent algebras Linear Algebra and its Applications 377 (2004) 83 109 www.elsevier.com/locate/laa Directed strongly regular graphs obtained from coherent algebras Mikhail Klin a,,1, Akihiro Munemasa b, Mikhail Muzychuk

More information

Complex Hadamard matrices and 3-class association schemes

Complex Hadamard matrices and 3-class association schemes Complex Hadamard matrices and 3-class association schemes Akihiro Munemasa 1 (joint work with Takuya Ikuta) 1 Graduate School of Information Sciences Tohoku University June 27, 2014 Algebraic Combinatorics:

More information

ICS141: Discrete Mathematics for Computer Science I

ICS141: Discrete Mathematics for Computer Science I ICS4: Discrete Mathematics for Computer Science I Dept. Information & Computer Sci., Jan Stelovsky based on slides by Dr. Baek and Dr. Still Originals by Dr. M. P. Frank and Dr. J.L. Gross Provided by

More information

Here are some additional properties of the determinant function.

Here are some additional properties of the determinant function. List of properties Here are some additional properties of the determinant function. Prop Throughout let A, B M nn. 1 If A = (a ij ) is upper triangular then det(a) = a 11 a 22... a nn. 2 If a row or column

More information

On some matrices related to a tree with attached graphs

On some matrices related to a tree with attached graphs On some matrices related to a tree with attached graphs R. B. Bapat Indian Statistical Institute New Delhi, 110016, India fax: 91-11-26856779, e-mail: rbb@isid.ac.in Abstract A tree with attached graphs

More information

MATH 433 Applied Algebra Lecture 22: Review for Exam 2.

MATH 433 Applied Algebra Lecture 22: Review for Exam 2. MATH 433 Applied Algebra Lecture 22: Review for Exam 2. Topics for Exam 2 Permutations Cycles, transpositions Cycle decomposition of a permutation Order of a permutation Sign of a permutation Symmetric

More information

LINEAR ALGEBRA 1, 2012-I PARTIAL EXAM 3 SOLUTIONS TO PRACTICE PROBLEMS

LINEAR ALGEBRA 1, 2012-I PARTIAL EXAM 3 SOLUTIONS TO PRACTICE PROBLEMS LINEAR ALGEBRA, -I PARTIAL EXAM SOLUTIONS TO PRACTICE PROBLEMS Problem (a) For each of the two matrices below, (i) determine whether it is diagonalizable, (ii) determine whether it is orthogonally diagonalizable,

More information

Distance Regular Graphs

Distance Regular Graphs Distance Regular Graphs Simply Explained Alexander Coulter Paauwe April 20, 2007 Copyright c 2007 Alexander Coulter Paauwe. Permission is granted to copy, distribute and/or modify this document under the

More information

RATIONAL REALIZATION OF MAXIMUM EIGENVALUE MULTIPLICITY OF SYMMETRIC TREE SIGN PATTERNS. February 6, 2006

RATIONAL REALIZATION OF MAXIMUM EIGENVALUE MULTIPLICITY OF SYMMETRIC TREE SIGN PATTERNS. February 6, 2006 RATIONAL REALIZATION OF MAXIMUM EIGENVALUE MULTIPLICITY OF SYMMETRIC TREE SIGN PATTERNS ATOSHI CHOWDHURY, LESLIE HOGBEN, JUDE MELANCON, AND RANA MIKKELSON February 6, 006 Abstract. A sign pattern is a

More information

arxiv: v2 [math.co] 3 Dec 2010

arxiv: v2 [math.co] 3 Dec 2010 Four-class Skew-symmetric Association Schemes Jianmin Ma a, Kaishun Wang b, a Oxford College of Emory University, Oxford, GA 3005, USA b Sch Math Sci& Lab Math Com Sys, Beijing Normal University, Beijing

More information

JOHNSON SCHEMES AND CERTAIN MATRICES WITH INTEGRAL EIGENVALUES

JOHNSON SCHEMES AND CERTAIN MATRICES WITH INTEGRAL EIGENVALUES JOHNSON SCHEMES AND CERTAIN MATRICES WITH INTEGRAL EIGENVALUES AMANDA BURCROFF The University of Michigan Wednesday 6 th September, 2017 Abstract. We are interested in the spectrum of matrices in the adjacency

More information

Inequalities for matrices and the L-intersecting problem

Inequalities for matrices and the L-intersecting problem Inequalities for matrices and the L-intersecting problem Richard M. Wilson California Institute of Technology Pasadena, CA 91125, USA Systems of Lines WPI, August 10, 2015 The L-intersecting problem Given

More information

Lecture Notes in Linear Algebra

Lecture Notes in Linear Algebra Lecture Notes in Linear Algebra Dr. Abdullah Al-Azemi Mathematics Department Kuwait University February 4, 2017 Contents 1 Linear Equations and Matrices 1 1.2 Matrices............................................

More information

HW2 - Due 01/30. Each answer must be mathematically justified. Don t forget your name.

HW2 - Due 01/30. Each answer must be mathematically justified. Don t forget your name. HW2 - Due 0/30 Each answer must be mathematically justified. Don t forget your name. Problem. Use the row reduction algorithm to find the inverse of the matrix 0 0, 2 3 5 if it exists. Double check your

More information

Ma/CS 6b Class 12: Graphs and Matrices

Ma/CS 6b Class 12: Graphs and Matrices Ma/CS 6b Class 2: Graphs and Matrices 3 3 v 5 v 4 v By Adam Sheffer Non-simple Graphs In this class we allow graphs to be nonsimple. We allow parallel edges, but not loops. Incidence Matrix Consider a

More information

Eigenvectors and Reconstruction

Eigenvectors and Reconstruction Eigenvectors and Reconstruction Hongyu He Department of Mathematics Louisiana State University, Baton Rouge, USA hongyu@mathlsuedu Submitted: Jul 6, 2006; Accepted: Jun 14, 2007; Published: Jul 5, 2007

More information

Representations of Clifford algebras: skew, bent and fractious

Representations of Clifford algebras: skew, bent and fractious Representations of Clifford algebras: skew, bent and fractious Paul Leopardi Mathematical Sciences Institute, Australian National University. For presentation at 37 ACCMCC, Perth. 9 December 2013 Acknowledgements

More information

Math Final December 2006 C. Robinson

Math Final December 2006 C. Robinson Math 285-1 Final December 2006 C. Robinson 2 5 8 5 1 2 0-1 0 1. (21 Points) The matrix A = 1 2 2 3 1 8 3 2 6 has the reduced echelon form U = 0 0 1 2 0 0 0 0 0 1. 2 6 1 0 0 0 0 0 a. Find a basis for the

More information

NOTES ON THE PERRON-FROBENIUS THEORY OF NONNEGATIVE MATRICES

NOTES ON THE PERRON-FROBENIUS THEORY OF NONNEGATIVE MATRICES NOTES ON THE PERRON-FROBENIUS THEORY OF NONNEGATIVE MATRICES MIKE BOYLE. Introduction By a nonnegative matrix we mean a matrix whose entries are nonnegative real numbers. By positive matrix we mean a matrix

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

Rings, Paths, and Cayley Graphs

Rings, Paths, and Cayley Graphs Spectral Graph Theory Lecture 5 Rings, Paths, and Cayley Graphs Daniel A. Spielman September 16, 2014 Disclaimer These notes are not necessarily an accurate representation of what happened in class. The

More information

Problems for M 10/26:

Problems for M 10/26: Math, Lesieutre Problem set # November 4, 25 Problems for M /26: 5 Is λ 2 an eigenvalue of 2? 8 Why or why not? 2 A 2I The determinant is, which means that A 2I has 6 a nullspace, and so there is an eigenvector

More information

Chapter 7. Canonical Forms. 7.1 Eigenvalues and Eigenvectors

Chapter 7. Canonical Forms. 7.1 Eigenvalues and Eigenvectors Chapter 7 Canonical Forms 7.1 Eigenvalues and Eigenvectors Definition 7.1.1. Let V be a vector space over the field F and let T be a linear operator on V. An eigenvalue of T is a scalar λ F such that there

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

1 Matrix notation and preliminaries from spectral graph theory

1 Matrix notation and preliminaries from spectral graph theory Graph clustering (or community detection or graph partitioning) is one of the most studied problems in network analysis. One reason for this is that there are a variety of ways to define a cluster or community.

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

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

Twin bent functions and Clifford algebras

Twin bent functions and Clifford algebras Twin bent functions and Clifford algebras Paul Leopardi Mathematical Sciences Institute, Australian National University. For presentation at ADTHM 2014, Lethbridge. 8 July 2014 Acknowledgements Richard

More information

MIT Algebraic techniques and semidefinite optimization May 9, Lecture 21. Lecturer: Pablo A. Parrilo Scribe:???

MIT Algebraic techniques and semidefinite optimization May 9, Lecture 21. Lecturer: Pablo A. Parrilo Scribe:??? MIT 6.972 Algebraic techniques and semidefinite optimization May 9, 2006 Lecture 2 Lecturer: Pablo A. Parrilo Scribe:??? In this lecture we study techniques to exploit the symmetry that can be present

More information

Lecture Notes Introduction to Cluster Algebra

Lecture Notes Introduction to Cluster Algebra Lecture Notes Introduction to Cluster Algebra Ivan C.H. Ip Update: May 16, 2017 5 Review of Root Systems In this section, let us have a brief introduction to root system and finite Lie type classification

More information

Math Linear Algebra Final Exam Review Sheet

Math Linear Algebra Final Exam Review Sheet Math 15-1 Linear Algebra Final Exam Review Sheet Vector Operations Vector addition is a component-wise operation. Two vectors v and w may be added together as long as they contain the same number n of

More information

Sparsity of Matrix Canonical Forms. Xingzhi Zhan East China Normal University

Sparsity of Matrix Canonical Forms. Xingzhi Zhan East China Normal University Sparsity of Matrix Canonical Forms Xingzhi Zhan zhan@math.ecnu.edu.cn East China Normal University I. Extremal sparsity of the companion matrix of a polynomial Joint work with Chao Ma The companion matrix

More information

No Laplacian Perfect State Transfer in Trees

No Laplacian Perfect State Transfer in Trees No Laplacian Perfect State Transfer in Trees arxiv:1408.2935v1 [math.co] 13 Aug 2014 Gabriel Coutinho Henry Liu October 15, 2018 Abstract We consider a system of qubits coupled via nearest-neighbour interaction

More information

Detailed Proof of The PerronFrobenius Theorem

Detailed Proof of The PerronFrobenius Theorem Detailed Proof of The PerronFrobenius Theorem Arseny M Shur Ural Federal University October 30, 2016 1 Introduction This famous theorem has numerous applications, but to apply it you should understand

More information