Stability of (A, B)-invariant subspaces

Size: px
Start display at page:

Download "Stability of (A, B)-invariant subspaces"

Transcription

1 Uiversitat Politècica e Cataluya Escola Tècica Superior Egiyeria Iustrial e Barceloa Stability of (A, B)-ivariat subspaces Marta Peña, Ferra Puerta, Xavier Puerta Departamet e Matemàtica Aplicaa I Diagoal 647, Barceloa, Spai ETSEIB, UPC Regia 005

2

3 Cotext Characterizatio of stable ivariat subspaces of a eomorphism: oe of a pair of matrices: ope problem 1

4 Notatio { M = ( ABW,,, F): A M ( F), B M ( F), W Gr ( F ), N, m F M ( F),( A+ BF) W W m, = M ( F) M ( F) Gr ( F ) M ( F), m m, } Gr ( F ) set of -imesioal subspaces of F F= or P set of orthogoal projector operators of rak, P { P M ( F): P * P, P P, rakp } = = = =

5 Aim To obtai computable coitios of stability of (A,B)-ivariat subspaces Local cooriate charts of M a N M is a maifol Sufficiet coitio of stability 3

6 Eomorphisms A-ivariat subspace Defiitio A M ( F ), W Gr ( F ) A( W) W A-stable ivariat subspace Defiitio A M ( F ), W Gr ( F ) ivariat is stable if give ε > 0 there exists a δ > 0 such that A' A < δ for a liear map A' M ( F ) implies that A ' has a ivariat subspace W ' with Θ ( WW, ') < ε 4

7 Pairs of matrices (A,B)-ivariat subspace Defiitio A M ( F ), B M m, ( F ), W Gr ( F ) A( W) W + ImB (A,B)-stable ivariat subspace Defiitio A M ( F ), B M m, ( F ), W Gr ( F ) (A,B)-ivariat is (A,B)-stable if give ε > 0 there exists a δ > 0 such that ( A', B') ( A, B) < δ for a pair A' M ( F ), B' M m, ( F ) implies that ( A', B ') has a ( A', B') -ivariat subspace W ' Θ ( WW, ') < ε with 5

8 Differetiable structure of M Suggestio of U. Helmke ( P ) Prelimiary results Propositio (i) P submaifol of M ( F ) im P = ( ) (ii) { * T [, ]:, ( )} PP = P Ω Ω= Ω Ω M F (iii) P Gr ( F ) [ P, Ω ] = PΩ Ω P Propositio N = M ( F) M ( F) P M ( F ), m m, {( A, BPF,, ) N : ( A BFP ) PA ( BFP ) } M = + = + 6

9 Differetiable structure of M Local cooriate charts of M a N We cosier ( A0, B0, W0, F0) N such that I W0 = Im 0 Lemma N 0 { ABW F A M F B M, m = (,,, ) : ( ), ( F), I W = Im, Q M, ( ), F Mm, ( ) Q F F is a ope set of N that cotais ( A0, B0, W0, F 0) Lemma M 0 A A B I,,Im,[ F F ] : 1 1 = 1 A3 A 4 B Q A = QA A Q + QA Q + QB F + QB F Q B F B F Q } 7

10 Differetiable structure of M Local cooriate charts of M a N Propositio γ: F + ( ) + m N 0 γ ( A, A, A, A, B, B, Q, F, F ) = A A B I,,Im, [ F F ] 1 1 = 1 A3 A 4 B Q ( N 0,γ) cooriate system of the maifol N Theorem ψ : F F + m + ( ) + m ψ ( A1, A, A4, B1, B, Q, F1, F) = ( A1, A, QA1 AQ 4 + QAQ + + QB F + QB F Q B F B F Q, A, B, B, Q, F, F ) θ:=γ ψ ( M 0,θ) cooriate system of M M is a maifol, imm = + m 8

11 Differetiable structure of M F + ( ) + m γ A1 A B1 I ( A1, A, A3, A4, B1, B, Q, F1, F),,Im,[ F1 F] A3 A 4 B Q ( A1, A, QA1 AQ 4 + QAQ + QBF 1 1+ QB1F Q BF1 B FQ, A4, B1, B, Q, F1, F) M0 ψ θ = γ ψ N 0 F ( A1, A, A4, B1, B, Q, F1, F) + m Theorem M submaifol of N Propositio χ = ( A, BPF,, ) M, { T χ M= ( ABPF,,, ): A M ( F), B M, m( F), P TPP, F M m, ( F), ( I P)( AP + AP + BFP + BFP + BFP ) P ( A + BF) P= 0 } 9

12 Differetiable structure of M Proof (Taget space of M) Smooth map ϕ ϕ : N ( F) M χ = ( A, BPF,, ) ( A+ BFP ) PA ( + BFP ) M 1 =ϕ (0) ϕ ( A, B, P, F χ ) = ( A + BF + BF ) P+ ( A+ BF) P P ( A + BF) P P( A + BF + BF ) P P( A + BF) P * * X, L = tr( XL) ; L ( Im χ ) ( ϕ tr ( A + BF + BF ) P+ ( A+ BF) P P ( A+ BF) P+ + [ P, Ω ]( L( A+ BF) LP( A+ BF) ( A+ BF) PL) = 0 A M ( F), B M ( F), F M ( F),, m m, * Ω M ( F), Ω = Ω ) 10

13 Differetiable structure of M PL( I P) = 0 ( ) { * Im ( ) : ( ) 0 } χ L M F PL I P ϕ = = = { L M ( F): ( I P) LP 0} = = L 3 = 0 I 0 P = 0 0, L L L 1 = L3 L 4 rak ϕ ( ) χ = im M= im N rak ϕ = χ = ( + ( ) + m) ( ) = + m ( ϕ χ) = im( TχM ) im Ker T χ M = Ker ϕ χ 11

14 Stability of (A,B)-ivariat subspaces Properties of π M ( F) M ( F) M ( F), m m, π π 1 1 M N π π Gr ( F ) π 1 ( A, BPF,, ) = ( ABF,, ) π ( A, BPF,, ) = ImP Propositio (i) χ = ( A, BPF,, ) M, rak π, χ = ( ) (ii) π : M Gr ( F ) is a submersio 1

15 Stability of (A,B)-ivariat subspaces Sufficiet coitio of stability Theorem χ = ( A, BPF,, ) M, π bijective W ( A, B)-stable 1,χ { P TPP :( I P)( A+ BF) P P ( A+ BF) P= 0} = {} 0 13

16 . Compariso with stability of A-ivariat subspaces Give a eomorphism, { ( A, W): A M ( ), Gr ( ), ( ) } F W F A W W M = N = M ( F) Gr ( F ) M ( F) π π 1 1 M N π π Gr ( F ) π 1 ( A, W) = A π ( A, W) = W Sufficiet coitio of stability Theorem ( A, W ) M, π bijective W A stable 1, ( AW, ) PΩ AP+ΩAP AΩ P+ PAΩ P= 0 ( ), P P * Ω=Ω Ω M F Ω= Ω 14

17 Refereces [1] A. Compta; U. Helmke; M. Peña; X. Puerta, Simultaeous Versal Deformatios of Eomorphisms a Ivariat Subspaces, Liear Algebra Appl. [] I. Gohberg; P. Lacaster; L. Roma, Ivariat subspaces of Matrices with Applicatios, Wiley, New York (1986). [3] L. Roma, Stable Ivariat Subspaces Moulo a Subspace, Operator Theory, Avaces a Applicatios, vol. 19, , Birkhauser Verlag Bassel (1986). [4] F. Velasco, Stable Subspaces of Matrix Pairs, Liear Algebra Appl., 301 (1999), p [5] W. Woham, Liear Multivariable Cotrol: A Geometric Approach, Spriger, New York (1979). 15

Structural stability of (C, A)-marked and observable subspaces

Structural stability of (C, A)-marked and observable subspaces Universitat Politècnica de Catalunya Escola Tècnica Superior d Enginyeria Industrial de Barcelona Structural stability of (C, A)-marked and observable subspaces Albert Compta, Marta Peña Departament de

More information

A Note On The Exponential Of A Matrix Whose Elements Are All 1

A Note On The Exponential Of A Matrix Whose Elements Are All 1 Applied Mathematics E-Notes, 8(208), 92-99 c ISSN 607-250 Available free at mirror sites of http://wwwmaththuedutw/ ame/ A Note O The Expoetial Of A Matrix Whose Elemets Are All Reza Farhadia Received

More information

Iterative method for computing a Schur form of symplectic matrix

Iterative method for computing a Schur form of symplectic matrix Aals of the Uiversity of Craiova, Mathematics ad Computer Sciece Series Volume 421, 2015, Pages 158 166 ISSN: 1223-6934 Iterative method for computig a Schur form of symplectic matrix A Mesbahi, AH Betbib,

More information

Maths /2014. CCP Maths 2. Reduction, projector,endomorphism of rank 1... Hadamard s inequality and some applications. Solution.

Maths /2014. CCP Maths 2. Reduction, projector,endomorphism of rank 1... Hadamard s inequality and some applications. Solution. CCP Maths 2 Reductio, projector,edomorphism of rak 1... Hadamard s iequality ad some applicatios Solutio Exercise 1. 1 A is a symmetric matrix so diagoalizable. 2 Diagoalizatio of A : A characteristic

More information

Perturbations preserving conditioned invariant subspaces

Perturbations preserving conditioned invariant subspaces Perturbations preserving conditioned invariant subspaces Albert ompta, Josep Ferrer and Marta Peña Departament de Matemàtica Aplicada I. E.T.S. Enginyeria Industrial de Barcelona. UP Diagonal 647. 0808

More information

Versal deformations in generalized flag manifolds

Versal deformations in generalized flag manifolds Versal deformations in generalized flag manifolds X. Puerta Departament de Matemàtica Aplicada I Escola Tècnica Superior d Enginyers Industrials de Barcelona, UPC Av. Diagonal, 647 08028 Barcelona, Spain

More information

Decoupling Zeros of Positive Discrete-Time Linear Systems*

Decoupling Zeros of Positive Discrete-Time Linear Systems* Circuits ad Systems,,, 4-48 doi:.436/cs..7 Published Olie October (http://www.scirp.org/oural/cs) Decouplig Zeros of Positive Discrete-Time Liear Systems* bstract Tadeusz Kaczorek Faculty of Electrical

More information

Chapter 7 Isoperimetric problem

Chapter 7 Isoperimetric problem Chapter 7 Isoperimetric problem Recall that the isoperimetric problem (see the itroductio its coectio with ido s proble) is oe of the most classical problem of a shape optimizatio. It ca be formulated

More information

ON MEAN ERGODIC CONVERGENCE IN THE CALKIN ALGEBRAS

ON MEAN ERGODIC CONVERGENCE IN THE CALKIN ALGEBRAS PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY Volume 00, Number 0, Pages 000 000 S 0002-9939(XX0000-0 ON MEAN ERGODIC CONVERGENCE IN THE CALKIN ALGEBRAS MARCH T. BOEDIHARDJO AND WILLIAM B. JOHNSON 2

More information

TRACES OF HADAMARD AND KRONECKER PRODUCTS OF MATRICES. 1. Introduction

TRACES OF HADAMARD AND KRONECKER PRODUCTS OF MATRICES. 1. Introduction Math Appl 6 2017, 143 150 DOI: 1013164/ma201709 TRACES OF HADAMARD AND KRONECKER PRODUCTS OF MATRICES PANKAJ KUMAR DAS ad LALIT K VASHISHT Abstract We preset some iequality/equality for traces of Hadamard

More information

Applications of CS decomposition in linear combinations of two orthogonal projectors

Applications of CS decomposition in linear combinations of two orthogonal projectors Applicatios of CS decompositio i liear combiatios of two orthogoal projectors Julio Beítez Vladimir Rakočević Abstract We study the spectrum ad the rak of a liear combiatio of two orthogoal projectors.

More information

Several properties of new ellipsoids

Several properties of new ellipsoids Appl. Math. Mech. -Egl. Ed. 008 9(7):967 973 DOI 10.1007/s10483-008-0716-y c Shaghai Uiversity ad Spriger-Verlag 008 Applied Mathematics ad Mechaics (Eglish Editio) Several properties of ew ellipsoids

More information

The inverse eigenvalue problem for symmetric doubly stochastic matrices

The inverse eigenvalue problem for symmetric doubly stochastic matrices Liear Algebra ad its Applicatios 379 (004) 77 83 www.elsevier.com/locate/laa The iverse eigevalue problem for symmetric doubly stochastic matrices Suk-Geu Hwag a,,, Sug-Soo Pyo b, a Departmet of Mathematics

More information

Lecture 4: Grassmannians, Finite and Affine Morphisms

Lecture 4: Grassmannians, Finite and Affine Morphisms 18.725 Algebraic Geometry I Lecture 4 Lecture 4: Grassmaias, Fiite ad Affie Morphisms Remarks o last time 1. Last time, we proved the Noether ormalizatio lemma: If A is a fiitely geerated k-algebra, the,

More information

An Introduction to Asymptotic Theory

An Introduction to Asymptotic Theory A Itroductio to Asymptotic Theory Pig Yu School of Ecoomics ad Fiace The Uiversity of Hog Kog Pig Yu (HKU) Asymptotic Theory 1 / 20 Five Weapos i Asymptotic Theory Five Weapos i Asymptotic Theory Pig Yu

More information

ki, X(n) lj (n) = (ϱ (n) ij ) 1 i,j d.

ki, X(n) lj (n) = (ϱ (n) ij ) 1 i,j d. APPLICATIONES MATHEMATICAE 22,2 (1994), pp. 193 200 M. WIŚNIEWSKI (Kielce) EXTREME ORDER STATISTICS IN AN EQUALLY CORRELATED GAUSSIAN ARRAY Abstract. This paper cotais the results cocerig the wea covergece

More information

ALGEBRAIC GEOMETRY COURSE NOTES, LECTURE 5: SINGULARITIES.

ALGEBRAIC GEOMETRY COURSE NOTES, LECTURE 5: SINGULARITIES. ALGEBRAIC GEOMETRY COURSE NOTES, LECTURE 5: SINGULARITIES. ANDREW SALCH 1. The Jacobia criterio for osigularity. You have probably oticed by ow that some poits o varieties are smooth i a sese somethig

More information

CAMI Education linked to CAPS: Mathematics. Grade The main topics in the FET Mathematics Curriculum NUMBER

CAMI Education linked to CAPS: Mathematics. Grade The main topics in the FET Mathematics Curriculum NUMBER - 1 - CAMI Eucatio like to CAPS: Grae 1 The mai topics i the FET Curriculum NUMBER TOPIC 1 Fuctios Number patters, sequeces a series 3 Fiace, growth a ecay 4 Algebra 5 Differetial Calculus 6 Probability

More information

On the Stability of Multivariate Trigonometric Systems*

On the Stability of Multivariate Trigonometric Systems* Joural of Mathematical Aalysis a Applicatios 35, 5967 999 Article ID jmaa.999.6386, available olie at http:www.iealibrary.com o O the Stability of Multivariate Trigoometric Systems* Wechag Su a Xigwei

More information

Memorias del Congreso Nacional de Control Automático 2003 ON THE FEEDBACK PASSIVITY PROPERTY OF NONLINEAR DISCRETE-TIME SYSTEMS E.M. Navarro-López E.

Memorias del Congreso Nacional de Control Automático 2003 ON THE FEEDBACK PASSIVITY PROPERTY OF NONLINEAR DISCRETE-TIME SYSTEMS E.M. Navarro-López E. ON THE FEEDBACK PASSIVITY PROPERTY OF NONLINEAR DISCRETE-TIME SYSTEMS E.M. Navarro-López E. Fossas-Colet Programa de Ivestigació e Matemáticas Aplicadas y Computació Istituto Mexicao del Petróleo Eje Cetral

More information

Ω ). Then the following inequality takes place:

Ω ). Then the following inequality takes place: Lecture 8 Lemma 5. Let f : R R be a cotiuously differetiable covex fuctio. Choose a costat δ > ad cosider the subset Ωδ = { R f δ } R. Let Ωδ ad assume that f < δ, i.e., is ot o the boudary of f = δ, i.e.,

More information

LAPLACIAN ENERGY OF GENERALIZED COMPLEMENTS OF A GRAPH

LAPLACIAN ENERGY OF GENERALIZED COMPLEMENTS OF A GRAPH Kragujevac Joural of Mathematics Volume 4 018, Pages 99 315 LAPLACIAN ENERGY OF GENERALIZED COMPLEMENTS OF A GRAPH H J GOWTHAM 1, SABITHA D SOUZA 1, AND PRADEEP G BHAT 1 Abstract Let P = {V 1, V, V 3,,

More information

ON SOLVING A FORMAL HYPERBOLIC PARTIAL DIFFERENTIAL EQUATION IN THE COMPLEX FIELD

ON SOLVING A FORMAL HYPERBOLIC PARTIAL DIFFERENTIAL EQUATION IN THE COMPLEX FIELD A. Şt. Uiv. Ovidius Costaţa Vol. (), 003, 69 78 ON SOLVING A FORMAL HYPERBOLIC PARTIAL DIFFERENTIAL EQUATION IN THE COMPLEX FIELD Nicolae Popoviciu To Professor Silviu Sburla, at his 60 s aiversary Abstract

More information

CMSE 820: Math. Foundations of Data Sci.

CMSE 820: Math. Foundations of Data Sci. Lecture 17 8.4 Weighted path graphs Take from [10, Lecture 3] As alluded to at the ed of the previous sectio, we ow aalyze weighted path graphs. To that ed, we prove the followig: Theorem 6 (Fiedler).

More information

ISOLATED SEMIDEFINITE SOLUTIONS OF THE CONTINUOUS-TIME ALGEBRAIC RICCATI EQUATION

ISOLATED SEMIDEFINITE SOLUTIONS OF THE CONTINUOUS-TIME ALGEBRAIC RICCATI EQUATION ISOLATED SEMIDEFINITE SOLUTIONS OF THE CONTINUOUS-TIME ALGEBRAIC RICCATI EQUATION Harald K. Wimmer 1 The set of all negative-semidefinite solutions of the CARE A X + XA + XBB X C C = 0 is homeomorphic

More information

Axioms of Measure Theory

Axioms of Measure Theory MATH 532 Axioms of Measure Theory Dr. Neal, WKU I. The Space Throughout the course, we shall let X deote a geeric o-empty set. I geeral, we shall ot assume that ay algebraic structure exists o X so that

More information

HILBERT-SCHMIDT AND TRACE CLASS OPERATORS. 1. Introduction

HILBERT-SCHMIDT AND TRACE CLASS OPERATORS. 1. Introduction HILBERT-SCHMIDT AND TRACE CLASS OPERATORS MICHAEL WALTER Let H 0 be a Hilbert space. We deote by BpHq ad KpHq the algebra of bouded respective compact operators o H ad by B fi phq the subspace of operator

More information

CARLEMAN INTEGRAL OPERATORS AS MULTIPLICATION OPERATORS AND PERTURBATION THEORY

CARLEMAN INTEGRAL OPERATORS AS MULTIPLICATION OPERATORS AND PERTURBATION THEORY Kragujevac Joural of Mathematics Volume 41(1) (2017), Pages 71 80. CARLEMAN INTEGRAL OPERATORS AS MULTIPLICATION OPERATORS AND PERTURBATION THEORY S. M. BAHRI 1 Abstract. I this paper we itroduce a multiplicatio

More information

REGULARIZATION OF CERTAIN DIVERGENT SERIES OF POLYNOMIALS

REGULARIZATION OF CERTAIN DIVERGENT SERIES OF POLYNOMIALS REGULARIZATION OF CERTAIN DIVERGENT SERIES OF POLYNOMIALS LIVIU I. NICOLAESCU ABSTRACT. We ivestigate the geeralized covergece ad sums of series of the form P at P (x, where P R[x], a R,, ad T : R[x] R[x]

More information

A Note on the Symmetric Powers of the Standard Representation of S n

A Note on the Symmetric Powers of the Standard Representation of S n A Note o the Symmetric Powers of the Stadard Represetatio of S David Savitt 1 Departmet of Mathematics, Harvard Uiversity Cambridge, MA 0138, USA dsavitt@mathharvardedu Richard P Staley Departmet of Mathematics,

More information

Some families of generating functions for the multiple orthogonal polynomials associated with modified Bessel K-functions

Some families of generating functions for the multiple orthogonal polynomials associated with modified Bessel K-functions J. Math. Aal. Appl. 297 2004 186 193 www.elsevier.com/locate/jmaa Some families of geeratig fuctios for the multiple orthogoal polyomials associated with modified Bessel K-fuctios M.A. Özarsla, A. Altı

More information

Bounds for the Extreme Eigenvalues Using the Trace and Determinant

Bounds for the Extreme Eigenvalues Using the Trace and Determinant ISSN 746-7659, Eglad, UK Joural of Iformatio ad Computig Sciece Vol 4, No, 9, pp 49-55 Bouds for the Etreme Eigevalues Usig the Trace ad Determiat Qi Zhog, +, Tig-Zhu Huag School of pplied Mathematics,

More information

Formulas for the Approximation of the Complete Elliptic Integrals

Formulas for the Approximation of the Complete Elliptic Integrals Iteratioal Mathematical Forum, Vol. 7, 01, o. 55, 719-75 Formulas for the Approximatio of the Complete Elliptic Itegrals N. Bagis Aristotele Uiversity of Thessaloiki Thessaloiki, Greece ikosbagis@hotmail.gr

More information

MATH10212 Linear Algebra B Proof Problems

MATH10212 Linear Algebra B Proof Problems MATH22 Liear Algebra Proof Problems 5 Jue 26 Each problem requests a proof of a simple statemet Problems placed lower i the list may use the results of previous oes Matrices ermiats If a b R the matrix

More information

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS

ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS ON SUPERSINGULAR ELLIPTIC CURVES AND HYPERGEOMETRIC FUNCTIONS KEENAN MONKS Abstract The Legedre Family of ellitic curves has the remarkable roerty that both its eriods ad its suersigular locus have descritios

More information

A new error bound for linear complementarity problems for B-matrices

A new error bound for linear complementarity problems for B-matrices Electroic Joural of Liear Algebra Volume 3 Volume 3: (206) Article 33 206 A ew error boud for liear complemetarity problems for B-matrices Chaoqia Li Yua Uiversity, lichaoqia@yueduc Megtig Ga Shaorog Yag

More information

ON THE EXISTENCE OF A GROUP ORTHONORMAL BASIS. Peter Zizler (Received 20 June, 2014)

ON THE EXISTENCE OF A GROUP ORTHONORMAL BASIS. Peter Zizler (Received 20 June, 2014) NEW ZEALAND JOURNAL OF MATHEMATICS Volume 45 (2015, 45-52 ON THE EXISTENCE OF A GROUP ORTHONORMAL BASIS Peter Zizler (Received 20 Jue, 2014 Abstract. Let G be a fiite group ad let l 2 (G be a fiite dimesioal

More information

Math Solutions to homework 6

Math Solutions to homework 6 Math 175 - Solutios to homework 6 Cédric De Groote November 16, 2017 Problem 1 (8.11 i the book): Let K be a compact Hermitia operator o a Hilbert space H ad let the kerel of K be {0}. Show that there

More information

TENSOR PRODUCTS AND PARTIAL TRACES

TENSOR PRODUCTS AND PARTIAL TRACES Lecture 2 TENSOR PRODUCTS AND PARTIAL TRACES Stéphae ATTAL Abstract This lecture cocers special aspects of Operator Theory which are of much use i Quatum Mechaics, i particular i the theory of Quatum Ope

More information

Linear chord diagrams with long chords

Linear chord diagrams with long chords Liear chord diagrams with log chords Everett Sulliva Departmet of Mathematics Dartmouth College Haover New Hampshire, U.S.A. everett..sulliva@dartmouth.edu Submitted: Feb 7, 2017; Accepted: Oct 7, 2017;

More information

24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS

24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS 24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS Corollary 2.30. Suppose that the semisimple decompositio of the G- module V is V = i S i. The i = χ V,χ i Proof. Sice χ V W = χ V + χ W, we have:

More information

SOME RELATIONS ON HERMITE MATRIX POLYNOMIALS. Levent Kargin and Veli Kurt

SOME RELATIONS ON HERMITE MATRIX POLYNOMIALS. Levent Kargin and Veli Kurt Mathematical ad Computatioal Applicatios, Vol. 18, No. 3, pp. 33-39, 013 SOME RELATIONS ON HERMITE MATRIX POLYNOMIALS Levet Kargi ad Veli Kurt Departmet of Mathematics, Faculty Sciece, Uiversity of Adeiz

More information

On Nonsingularity of Saddle Point Matrices. with Vectors of Ones

On Nonsingularity of Saddle Point Matrices. with Vectors of Ones Iteratioal Joural of Algebra, Vol. 2, 2008, o. 4, 197-204 O Nosigularity of Saddle Poit Matrices with Vectors of Oes Tadeusz Ostrowski Istitute of Maagemet The State Vocatioal Uiversity -400 Gorzów, Polad

More information

Chapter 2. Periodic points of toral. automorphisms. 2.1 General introduction

Chapter 2. Periodic points of toral. automorphisms. 2.1 General introduction Chapter 2 Periodic poits of toral automorphisms 2.1 Geeral itroductio The automorphisms of the two-dimesioal torus are rich mathematical objects possessig iterestig geometric, algebraic, topological ad

More information

Yuki Seo. Received May 23, 2010; revised August 15, 2010

Yuki Seo. Received May 23, 2010; revised August 15, 2010 Scietiae Mathematicae Japoicae Olie, e-00, 4 45 4 A GENERALIZED PÓLYA-SZEGÖ INEQUALITY FOR THE HADAMARD PRODUCT Yuki Seo Received May 3, 00; revised August 5, 00 Abstract. I this paper, we show a geeralized

More information

ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS * M. JA]IMOVI], I. KRNI] 1.

ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS * M. JA]IMOVI], I. KRNI] 1. Yugoslav Joural of Operatios Research 1 (00), Number 1, 49-60 ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS M. JA]IMOVI], I. KRNI] Departmet of Mathematics

More information

Sinusoidal Steady-state Analysis

Sinusoidal Steady-state Analysis Siusoidal Steady-state Aalysis Complex umber reviews Phasors ad ordiary differetial equatios Complete respose ad siusoidal steady-state respose Cocepts of impedace ad admittace Siusoidal steady-state aalysis

More information

Lecture 3 : Random variables and their distributions

Lecture 3 : Random variables and their distributions Lecture 3 : Radom variables ad their distributios 3.1 Radom variables Let (Ω, F) ad (S, S) be two measurable spaces. A map X : Ω S is measurable or a radom variable (deoted r.v.) if X 1 (A) {ω : X(ω) A}

More information

Some Trigonometric Identities Involving Fibonacci and Lucas Numbers

Some Trigonometric Identities Involving Fibonacci and Lucas Numbers 1 2 3 47 6 23 11 Joural of Iteger Sequeces, Vol. 12 (2009), Article 09.8.4 Some Trigoometric Idetities Ivolvig Fiboacci ad Lucas Numbers Kh. Bibak ad M. H. Shirdareh Haghighi Departmet of Mathematics Shiraz

More information

Sh. Al-sharif - R. Khalil

Sh. Al-sharif - R. Khalil Red. Sem. Mat. Uiv. Pol. Torio - Vol. 62, 2 (24) Sh. Al-sharif - R. Khalil C -SEMIGROUP AND OPERATOR IDEALS Abstract. Let T (t), t

More information

OPTIMAL STOPPING AND EXIT TIMES FOR SOME CLASSES OF RANDOM PROCESSES. Vladyslav Tomashyk

OPTIMAL STOPPING AND EXIT TIMES FOR SOME CLASSES OF RANDOM PROCESSES. Vladyslav Tomashyk NATIONAL TARAS SHEVCHENKO UNIVERSITY OF KYIV UKRAINE OPTIMAL STOPPING AND EXIT TIMES FOR SOME CLASSES OF RANDOM PROCESSES Vladyslav Tomashyk Mechaics ad Mathematics Faculty Departmet of Probability Theory,

More information

Thoughts on Interaction

Thoughts on Interaction Thoughts o Iteractio Roald Christese Departmet of Mathematics ad Statistics Uiversity of New Mexico November 16, 2016 Abstract KEY WORDS: 0 The first sectio examies iteractios i a ubalaced two-way ANOVA.

More information

MAS111 Convergence and Continuity

MAS111 Convergence and Continuity MAS Covergece ad Cotiuity Key Objectives At the ed of the course, studets should kow the followig topics ad be able to apply the basic priciples ad theorems therei to solvig various problems cocerig covergece

More information

On Extracting Properties of Lie Groups from Their Lie Algebras

On Extracting Properties of Lie Groups from Their Lie Algebras America Joural of Computatioal ad Applied Mathematics 216, 6(5): 182-186 DOI: 1.5923/j.ajcam.21665.2 O Extractig Properties of Lie Groups from Their Lie Algebras M-Alami A. H. Ahmed 1,2 1 Departmet of

More information

Sufficient Conditions for Subordination of Meromorphic Functions

Sufficient Conditions for Subordination of Meromorphic Functions Joural of Mathematics ad Statistics 5 (3):4-45 2009 ISSN 549-3644 2009 Sciece Publicatios Sufficiet Coditios for Subordiatio of Meromorphic Fuctios Rabha W. Ibrahim ad Maslia arus School of Mathematical

More information

BIRKHOFF ERGODIC THEOREM

BIRKHOFF ERGODIC THEOREM BIRKHOFF ERGODIC THEOREM Abstract. We will give a proof of the poitwise ergodic theorem, which was first proved by Birkhoff. May improvemets have bee made sice Birkhoff s orgial proof. The versio we give

More information

18.S096: Homework Problem Set 1 (revised)

18.S096: Homework Problem Set 1 (revised) 8.S096: Homework Problem Set (revised) Topics i Mathematics of Data Sciece (Fall 05) Afoso S. Badeira Due o October 6, 05 Exteded to: October 8, 05 This homework problem set is due o October 6, at the

More information

Describing Function: An Approximate Analysis Method

Describing Function: An Approximate Analysis Method Describig Fuctio: A Approximate Aalysis Method his chapter presets a method for approximately aalyzig oliear dyamical systems A closed-form aalytical solutio of a oliear dyamical system (eg, a oliear differetial

More information

A NOTE ON AN R- MODULE WITH APPROXIMATELY-PURE INTERSECTION PROPERTY

A NOTE ON AN R- MODULE WITH APPROXIMATELY-PURE INTERSECTION PROPERTY Joural of Al-ahrai Uiversity Vol.13 (3), September, 2010, pp.170-174 Sciece A OTE O A R- ODULE WIT APPROXIATELY-PURE ITERSECTIO PROPERTY Uhood S. Al-assai Departmet of Computer Sciece, College of Sciece,

More information

FORMAL GROUPS OVER DISCRETE VALUATION RINGS. Contents

FORMAL GROUPS OVER DISCRETE VALUATION RINGS. Contents FORMAL GROUPS OVER DISCRETE VALUATION RINGS GEUNHO GIM Cotets 1. The ivariat differetial 1 2. The formal logarithm 2 3. Formal groups over discrete valuatio rigs 3 Refereces 5 1. The ivariat differetial

More information

Applications of Controlled Invariance to the l 1 Optimal Control Problem

Applications of Controlled Invariance to the l 1 Optimal Control Problem Applications of Controlled Invariance to the l 1 Optimal Control Problem Carlos E.T. Dórea and Jean-Claude Hennet LAAS-CNRS 7, Ave. du Colonel Roche, 31077 Toulouse Cédex 4, FRANCE Phone : (+33) 61 33

More information

BETWEEN QUASICONVEX AND CONVEX SET-VALUED MAPPINGS. 1. Introduction. Throughout the paper we denote by X a linear space and by Y a topological linear

BETWEEN QUASICONVEX AND CONVEX SET-VALUED MAPPINGS. 1. Introduction. Throughout the paper we denote by X a linear space and by Y a topological linear BETWEEN QUASICONVEX AND CONVEX SET-VALUED MAPPINGS Abstract. The aim of this paper is to give sufficiet coditios for a quasicovex setvalued mappig to be covex. I particular, we recover several kow characterizatios

More information

Chapter 2 Distributed Parameter Systems: Controllability, Observability, and Identification

Chapter 2 Distributed Parameter Systems: Controllability, Observability, and Identification Chapter 2 Distributed Parameter Systems: Controllability, Observability, and Identification 2.1 Mathematical Description We introduce the class of systems to be considered in the framework of this monograph

More information

Matrix Algebra from a Statistician s Perspective BIOS 524/ Scalar multiple: ka

Matrix Algebra from a Statistician s Perspective BIOS 524/ Scalar multiple: ka Matrix Algebra from a Statisticia s Perspective BIOS 524/546. Matrices... Basic Termiology a a A = ( aij ) deotes a m matrix of values. Whe =, this is a am a m colum vector. Whe m= this is a row vector..2.

More information

arxiv: v1 [math.pr] 4 Dec 2013

arxiv: v1 [math.pr] 4 Dec 2013 Squared-Norm Empirical Process i Baach Space arxiv:32005v [mathpr] 4 Dec 203 Vicet Q Vu Departmet of Statistics The Ohio State Uiversity Columbus, OH vqv@statosuedu Abstract Jig Lei Departmet of Statistics

More information

SOME TRIGONOMETRIC IDENTITIES RELATED TO POWERS OF COSINE AND SINE FUNCTIONS

SOME TRIGONOMETRIC IDENTITIES RELATED TO POWERS OF COSINE AND SINE FUNCTIONS Folia Mathematica Vol. 5, No., pp. 4 6 Acta Uiversitatis Lodziesis c 008 for Uiversity of Lódź Press SOME TRIGONOMETRIC IDENTITIES RELATED TO POWERS OF COSINE AND SINE FUNCTIONS ROMAN WITU LA, DAMIAN S

More information

Recursion Systems and Recursion Operators for the Soliton Equations Related to Rational Linear Problem with Reductions

Recursion Systems and Recursion Operators for the Soliton Equations Related to Rational Linear Problem with Reductions GMV The s Systems and for the Soliton Equations Related to Rational Linear Problem with Reductions Department of Mathematics & Applied Mathematics University of Cape Town XIV th International Conference

More information

JOHN S DECOMPOSITION OF THE IDENTITY IN THE NON-CONVEX CASE. Jesus Bastero* and Miguel Romance**

JOHN S DECOMPOSITION OF THE IDENTITY IN THE NON-CONVEX CASE. Jesus Bastero* and Miguel Romance** JOHN S DECOMPOSITION OF THE IDENTITY IN THE NON-CONVEX CASE Jesus Bastero* ad Miguel Romace** Abstract We prove a extesio of the classical Joh s Theorem, that characterices the ellipsoid of maximal volume

More information

On n-collinear elements and Riesz theorem

On n-collinear elements and Riesz theorem Available olie at www.tjsa.com J. Noliear Sci. Appl. 9 (206), 3066 3073 Research Article O -colliear elemets ad Riesz theorem Wasfi Shataawi a, Mihai Postolache b, a Departmet of Mathematics, Hashemite

More information

UNIVERSITY OF NORTH CAROLINA Department of Statistics Chapel Hill, N. C. FOR MULTIVARIATE POPULATIONS. J. N. Srivastava.

UNIVERSITY OF NORTH CAROLINA Department of Statistics Chapel Hill, N. C. FOR MULTIVARIATE POPULATIONS. J. N. Srivastava. UNIVERSITY OF NORTH CAROLINA Departmet of Statistics Chapel Hill N. C. A NOTE ON THE BEST LINEAR UNBIASED ESTIMATES FOR MULTIVARIATE POPULATIONS by J. N. Srivastava November 1962 Cotract No. AF 49(638)-213

More information

On the Determinants and Inverses of Skew Circulant and Skew Left Circulant Matrices with Fibonacci and Lucas Numbers

On the Determinants and Inverses of Skew Circulant and Skew Left Circulant Matrices with Fibonacci and Lucas Numbers WSEAS TRANSACTIONS o MATHEMATICS Yu Gao Zhaoli Jiag Yapeg Gog O the Determiats ad Iverses of Skew Circulat ad Skew Left Circulat Matrices with Fiboacci ad Lucas Numbers YUN GAO Liyi Uiversity Departmet

More information

Factor Analysis. Lecture 10: Factor Analysis and Principal Component Analysis. Sam Roweis

Factor Analysis. Lecture 10: Factor Analysis and Principal Component Analysis. Sam Roweis Lecture 10: Factor Aalysis ad Pricipal Compoet Aalysis Sam Roweis February 9, 2004 Whe we assume that the subspace is liear ad that the uderlyig latet variable has a Gaussia distributio we get a model

More information

T 1 (p) T 3 (p) 2 (p) + T

T 1 (p) T 3 (p) 2 (p) + T εt) ut) Ep) ɛp) Tp) Sp) Ep) ɛp) T p) Up) T 2 p) T 3 p) Sp) Ep) ɛp) Cp) Up) Tp) Sp) Ep) ɛp) T p) Up) T 2 p) Cp) T 3 p) Sp) Ep) εp) K p Up) Tp) Sp) Cp) = Up) εp) = K p. ε i Tp) = Ks Np) p α Dp) α = ε i =

More information

ALGEBRA HW 11 CLAY SHONKWILER

ALGEBRA HW 11 CLAY SHONKWILER ALGEBRA HW 11 CLAY SHONKWILER 1 Let V, W, Y be fiite dimesioal vector spaces over K. (a: Show that there are atural isomorphisms (V W V W Hom(V, W Hom(W, V. Proof. (V W V W : Defie the map φ : V W (V W

More information

On the intertwinings of regular dilations

On the intertwinings of regular dilations ANNALES POLONICI MATHEMATICI LXVI (1997) O the itertwiigs of regular dilatios by Dumitru Gaşpar ad Nicolae Suciu (Timişoara) W lodzimierz Mlak i memoriam Abstract. The aim of this paper is to fid coditios

More information

N n (S n ) L n (Z) L 5 (Z),

N n (S n ) L n (Z) L 5 (Z), . Maifold Atlas : Regesburg Surgery Blocksemiar 202 Exotic spheres (Sebastia Goette).. The surgery sequece for spheres. Recall the log exact surgery sequece for spheres from the previous talk, with L +

More information

MATH : Matrices & Linear Algebra Spring Final Review

MATH : Matrices & Linear Algebra Spring Final Review MATH 3330-00: Matrices & Liear Algebra Sprig 009 Fial Review Hua Sha Gauss-Jorda Eliiatio [.] Reduced row-echelo for (rref Rak [.3] rak(a = uber of leadig s i rref(a di(i A = rak( A Liear Trasforatio i

More information

Lecture 8: October 20, Applications of SVD: least squares approximation

Lecture 8: October 20, Applications of SVD: least squares approximation Mathematical Toolkit Autum 2016 Lecturer: Madhur Tulsiai Lecture 8: October 20, 2016 1 Applicatios of SVD: least squares approximatio We discuss aother applicatio of sigular value decompositio (SVD) of

More information

Period Function of a Lienard Equation

Period Function of a Lienard Equation Joural of Mathematical Scieces (4) -5 Betty Joes & Sisters Publishig Period Fuctio of a Lieard Equatio Khalil T Al-Dosary Departmet of Mathematics, Uiversity of Sharjah, Sharjah 77, Uited Arab Emirates

More information

Properties of the g-invariant Bilinear Form on the Spin Representations of the Simple Lie Algebras of Type Dn and Bn

Properties of the g-invariant Bilinear Form on the Spin Representations of the Simple Lie Algebras of Type Dn and Bn Uiversity of Colorado, Boulder CU Scholar Udergraduate Hoors Theses Hoors Program Sprig 013 Properties of the g-ivariat Biliear Form o the Spi Represetatios of the Simple Lie Algebras of Type D ad B Sergey

More information

A REMARK ON COMPACT HYPERSURFACES WITH CONSTANT MEAN CURVATURE IN SPACE FORMS. Key Words: constant mean curvature hypersurfaces, rigidity

A REMARK ON COMPACT HYPERSURFACES WITH CONSTANT MEAN CURVATURE IN SPACE FORMS. Key Words: constant mean curvature hypersurfaces, rigidity A REMARK ON COMPACT HYPERSURFACES WITH CONSTANT MEAN CURVATURE IN SPACE FORMS GIOVANNI CATINO Abstract. I this ote we characterize compact hypersurfaces of dimesio 2 with costat mea curvature H immersed

More information

Stability of fractional positive nonlinear systems

Stability of fractional positive nonlinear systems Archives of Cotrol Scieces Volume 5(LXI), 15 No. 4, pages 491 496 Stability of fractioal positive oliear systems TADEUSZ KACZOREK The coditios for positivity ad stability of a class of fractioal oliear

More information

NBHM QUESTION 2007 Section 1 : Algebra Q1. Let G be a group of order n. Which of the following conditions imply that G is abelian?

NBHM QUESTION 2007 Section 1 : Algebra Q1. Let G be a group of order n. Which of the following conditions imply that G is abelian? NBHM QUESTION 7 NBHM QUESTION 7 NBHM QUESTION 7 Sectio : Algebra Q Let G be a group of order Which of the followig coditios imply that G is abelia? 5 36 Q Which of the followig subgroups are ecesarily

More information

AN ARC-LIKE CONTINUUM THAT ADMITS A HOMEOMORPHISM WITH ENTROPY FOR ANY GIVEN VALUE

AN ARC-LIKE CONTINUUM THAT ADMITS A HOMEOMORPHISM WITH ENTROPY FOR ANY GIVEN VALUE AN ARC-LIKE CONTINUUM THAT ADMITS A HOMEOMORPHISM WITH ENTROPY FOR ANY GIVEN VALUE CHRISTOPHER MOURON Abstract. A arc-like cotiuum X is costructed with the followig properties: () for every ɛ [0, ] there

More information

OFF-DIAGONAL MULTILINEAR INTERPOLATION BETWEEN ADJOINT OPERATORS

OFF-DIAGONAL MULTILINEAR INTERPOLATION BETWEEN ADJOINT OPERATORS OFF-DIAGONAL MULTILINEAR INTERPOLATION BETWEEN ADJOINT OPERATORS LOUKAS GRAFAKOS AND RICHARD G. LYNCH 2 Abstract. We exted a theorem by Grafakos ad Tao [5] o multiliear iterpolatio betwee adjoit operators

More information

Lyapunov Stability Analysis for Feedback Control Design

Lyapunov Stability Analysis for Feedback Control Design Copyright F.L. Lewis 008 All rights reserved Updated: uesday, November, 008 Lyapuov Stability Aalysis for Feedbac Cotrol Desig Lyapuov heorems Lyapuov Aalysis allows oe to aalyze the stability of cotiuous-time

More information

5.1. The Rayleigh s quotient. Definition 49. Let A = A be a self-adjoint matrix. quotient is the function. R(x) = x,ax, for x = 0.

5.1. The Rayleigh s quotient. Definition 49. Let A = A be a self-adjoint matrix. quotient is the function. R(x) = x,ax, for x = 0. 40 RODICA D. COSTIN 5. The Rayleigh s priciple ad the i priciple for the eigevalues of a self-adjoit matrix Eigevalues of self-adjoit matrices are easy to calculate. This sectio shows how this is doe usig

More information

IRRATIONALITY MEASURES, IRRATIONALITY BASES, AND A THEOREM OF JARNÍK 1. INTRODUCTION

IRRATIONALITY MEASURES, IRRATIONALITY BASES, AND A THEOREM OF JARNÍK 1. INTRODUCTION IRRATIONALITY MEASURES IRRATIONALITY BASES AND A THEOREM OF JARNÍK JONATHAN SONDOW ABSTRACT. We recall that the irratioality expoet µα ( ) of a irratioal umber α is defied usig the irratioality measure

More information

AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES

AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES Hacettepe Joural of Mathematic ad Statitic Volume 4 4 03, 387 393 AN APPLICATION OF HYPERHARMONIC NUMBERS IN MATRICES Mutafa Bahşi ad Süleyma Solak Received 9 : 06 : 0 : Accepted 8 : 0 : 03 Abtract I thi

More information

Metric Space Properties

Metric Space Properties Metric Space Properties Math 40 Fial Project Preseted by: Michael Brow, Alex Cordova, ad Alyssa Sachez We have already poited out ad will recogize throughout this book the importace of compact sets. All

More information

FROM GENERALIZED CAUCHY-RIEMANN EQUATIONS TO LINEAR ALGEBRAS. (1) Ê dkij ^ = 0 (* = 1, 2,, (n2- «)),

FROM GENERALIZED CAUCHY-RIEMANN EQUATIONS TO LINEAR ALGEBRAS. (1) Ê dkij ^ = 0 (* = 1, 2,, (n2- «)), FROM GENERALIZED CAUCHY-RIEMANN EQUATIONS TO LINEAR ALGEBRAS JAMES A. WARD I a previous paper [l] the author gave a defiitio of aalytic fuctio i liear associative algebras with a idetity. With each such

More information

Consistent Bivariate Distribution

Consistent Bivariate Distribution A Characterization of the Normal Conditional Distributions MATSUNO 79 Therefore, the function ( ) = G( : a/(1 b2)) = N(0, a/(1 b2)) is a solu- tion for the integral equation (10). The constant times of

More information

Introduction to Computational Manifolds and Applications

Introduction to Computational Manifolds and Applications IMPA - Instituto de Matemática Pura e Aplicada, Rio de Janeiro, RJ, Brazil Introduction to Computational Manifolds and Applications Part 1 - Foundations Prof. Jean Gallier jean@cis.upenn.edu Department

More information

3 Balance equations ME338A CONTINUUM MECHANICS

3 Balance equations ME338A CONTINUUM MECHANICS ME338A CONTINUUM MECHANICS lecture otes 1 thursy, may 1, 28 Basic ideas util ow: kiematics, i.e., geeral statemets that characterize deformatio of a material body B without studyig its physical cause ow:

More information

Review Article Incomplete Bivariate Fibonacci and Lucas p-polynomials

Review Article Incomplete Bivariate Fibonacci and Lucas p-polynomials Discrete Dyamics i Nature ad Society Volume 2012, Article ID 840345, 11 pages doi:10.1155/2012/840345 Review Article Icomplete Bivariate Fiboacci ad Lucas p-polyomials Dursu Tasci, 1 Mirac Ceti Firegiz,

More information

A class of spectral bounds for Max k-cut

A class of spectral bounds for Max k-cut A class of spectral bouds for Max k-cut Miguel F. Ajos, José Neto December 07 Abstract Let G be a udirected ad edge-weighted simple graph. I this paper we itroduce a class of bouds for the maximum k-cut

More information

COMPUTING CHARACTER TABLES OF FINITE GROUPS. Jay Taylor (Università degli Studi di Padova)

COMPUTING CHARACTER TABLES OF FINITE GROUPS. Jay Taylor (Università degli Studi di Padova) COMPUTING CHARACTER TABLES OF FINITE GROUPS Jay Taylor (Università degli Studi di Padova) Symmetry Chemistry Symmetry Symmetry Chemistry Biology Symmetry Chemistry Biology Physics Groups Symmetry Chemistry

More information

LECTURE 8: ORTHOGONALITY (CHAPTER 5 IN THE BOOK)

LECTURE 8: ORTHOGONALITY (CHAPTER 5 IN THE BOOK) LECTURE 8: ORTHOGONALITY (CHAPTER 5 IN THE BOOK) Everythig marked by is ot required by the course syllabus I this lecture, all vector spaces is over the real umber R. All vectors i R is viewed as a colum

More information

On an Orthogonal Method of Finding Approximate Solutions of Ill-Conditioned Algebraic Systems and Parallel Computation

On an Orthogonal Method of Finding Approximate Solutions of Ill-Conditioned Algebraic Systems and Parallel Computation Proceedings of the World Congress on Engineering 03 Vol I, WCE 03, July 3-5, 03, London, UK On an Orthogonal Method of Finding Approximate Solutions of Ill-Conditioned Algebraic Systems and Parallel Computation

More information

On general Gamma-Taylor operators on weighted spaces

On general Gamma-Taylor operators on weighted spaces It. J. Adv. Appl. Math. ad Mech. 34 16 9 15 ISSN: 347-59 Joural homepage: www.ijaamm.com IJAAMM Iteratioal Joural of Advaces i Applied Mathematics ad Mechaics O geeral Gamma-Taylor operators o weighted

More information