عنوان

Matrix differential calculus with applications in statistics and econometrics /

(Number (ISBN

1119541166

(Number (ISBN

1119541190

(Number (ISBN

1119541212

(Number (ISBN

9781119541165

(Number (ISBN

9781119541196

(Number (ISBN

9781119541219

Erroneous ISBN

9781119541202

Title Proper

Matrix differential calculus with applications in statistics and econometrics /

General Material Designation

[Book]

First Statement of Responsibility

Jan R. Magnus and Heinz Neudecker.

Edition Statement

Third edition.

Place of Publication, Distribution, etc.

Hoboken, NJ :

Name of Publisher, Distributor, etc.

John Wiley & Sons, Inc.,

Date of Publication, Distribution, etc.

2019.

Date of Publication, Distribution, etc.

©2019

Specific Material Designation and Extent of Item

1 online resource

Series Title

Wiley series in probability and statistics

Text of Note

Includes bibliographical references and indexes.

Text of Note

Cover; Title Page; Copyright; Contents; Preface; Part One -- Matrices; Chapter 1 Basic properties of vectors and matrices; 1 Introduction; 2 Sets; 3 Matrices: addition and multiplication; 4 The transpose of a matrix; 5 Square matrices; 6 Linear forms and quadratic forms; 7 The rank of a matrix; 8 The inverse; 9 The determinant; 10 The trace; 11 Partitioned matrices; 12 Complex matrices; 13 Eigenvalues and eigenvectors; 14 Schur's decomposition theorem; 15 The Jordan decomposition; 16 The singular-value decomposition; 17 Further results concerning eigenvalues

Text of Note

18 Positive (semi)definite matrices19 Three further results for positive definite matrices; 20 A useful result; 21 Symmetric matrix functions; Miscellaneous exercises; Bibliographical notes; Chapter 2 Kronecker products, vec operator, and Moore-Penrose inverse; 1 Introduction; 2 The Kronecker product; 3 Eigenvalues of a Kronecker product; 4 The vec operator; 5 The Moore-Penrose (MP) inverse; 6 Existence and uniqueness of the MP inverse; 7 Some properties of the MP inverse; 8 Further properties; 9 The solution of linear equation systems; Miscellaneous exercises; Bibliographical notes

Text of Note

7 Partial derivatives8 The first identification theorem; 9 Existence of the differential, I; 10 Existence of the differential, II; 11 Continuous differentiability; 12 The chain rule; 13 Cauchy invariance; 14 The mean-value theorem for real-valued functions; 15 Differentiable matrix functions; 16 Some remarks on notation; 17 Complex differentiation; Miscellaneous exercises; Bibliographical notes; Chapter 6 The second differential; 1 Introduction; 2 Second-order partial derivatives; 3 The Hessian matrix; 4 Twice differentiability and second-order approximation, I

Text of Note

Chapter 3 Miscellaneous matrix results1 Introduction; 2 The adjoint matrix; 3 Proof of Theorem 3.1; 4 Bordered determinants; 5 The matrix equation AX = 0; 6 The Hadamard product; 7 The commutation matrix Kmn; 8 The duplication matrix Dn; 9 Relationship between Dn+1 and Dn, I; 10 Relationship between Dn+1 and Dn, II; 11 Conditions for a quadratic form to be positive (negative) subject to linear constraints; 12 Necessary and sufficient conditions for r(A : B) = r(A) + r(B); 13 The bordered Gramian matrix; 14 The equations X1A + X2B' = G1,X1B = G2; Miscellaneous exercises; Bibliographical notes

Text of Note

Part Two -- Differentials: the theoryChapter 4 Mathematical preliminaries; 1 Introduction; 2 Interior points and accumulation points; 3 Open and closed sets; 4 The Bolzano-Weierstrass theorem; 5 Functions; 6 The limit of a function; 7 Continuous functions and compactness; 8 Convex sets; 9 Convex and concave functions; Bibliographical notes; Chapter 5 Differentials and differentiability; 1 Introduction; 2 Continuity; 3 Differentiability and linear approximation; 4 The differential of a vector function; 5 Uniqueness of the differential; 6 Continuity of differentiable functions

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Text of Note

A brand new, fully updated edition of a popular classic on matrix differential calculus with applications in statistics and econometrics This exhaustive, self-contained book on matrix theory and matrix differential calculus provides a treatment of matrix calculus based on differentials and shows how easy it is to use this theory once you have mastered the technique. Jan Magnus, who, along with the late Heinz Neudecker, pioneered the theory, develops it further in this new edition and provides many examples along the way to support it. Matrix calculus has become an essential tool for quantitative methods in a large number of applications, ranging from social and behavioral sciences to econometrics. It is still relevant and used today in a wide range of subjects such as the biosciences and psychology. Matrix Differential Calculus with Applications in Statistics and Econometrics, Third Edition contains all of the essentials of multivariable calculus with an emphasis on the use of differentials. It starts by presenting a concise, yet thorough overview of matrix algebra, then goes on to develop the theory of differentials. The rest of the text combines the theory and application of matrix differential calculus, providing the practitioner and researcher with both a quick review and a detailed reference. Fulfills the need for an updated and unified treatment of matrix differential calculus Contains many new examples and exercises based on questions asked of the author over the years Covers new developments in field and features new applications Written by a leading expert and pioneer of the theory Part of the Wiley Series in Probability and Statistics Matrix Differential Calculus With Applications in Statistics and Econometrics Third Edition is an ideal text for graduate students and academics studying the subject, as well as for postgraduates and specialists working in biosciences and psychology.

Source for Acquisition/Subscription Address

Wiley

Stock Number

9781119541165

Title

Matrix differential calculus with applications in statistics and econometrics.

International Standard Book Number

9781119541202

Differential calculus.

Econometrics.

Matrices.

Statistics.

Differential calculus.

Econometrics.

MATHEMATICS-- Algebra-- Intermediate.

Matrices.

Statistics.

MAT-- 002040

Number

Edition

Class number

Book number

Magnus, Jan R.

Neudecker, Heinz

Date of Transaction

20200822154638.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y