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Matrix Analysis and Entrywise Positivity Preservers [Pehme köide]

(Indian Institute of Science, Bangalore)
  • Formaat: Paperback / softback, 300 pages, kõrgus x laius x paksus: 226x152x15 mm, kaal: 510 g, Worked examples or Exercises
  • Sari: London Mathematical Society Lecture Note Series
  • Ilmumisaeg: 31-Mar-2022
  • Kirjastus: Cambridge University Press
  • ISBN-10: 1108792049
  • ISBN-13: 9781108792042
Teised raamatud teemal:
  • Formaat: Paperback / softback, 300 pages, kõrgus x laius x paksus: 226x152x15 mm, kaal: 510 g, Worked examples or Exercises
  • Sari: London Mathematical Society Lecture Note Series
  • Ilmumisaeg: 31-Mar-2022
  • Kirjastus: Cambridge University Press
  • ISBN-10: 1108792049
  • ISBN-13: 9781108792042
Teised raamatud teemal:
This is the first book on matrix and kernel transforms preserving positivity structures. It is self-contained and only requires modest prerequisites in analysis and linear algebra. Covering deep results and modern progress, the book succeeds as an introduction for beginners and a comprehensive reference for experts.

Matrices and kernels with positivity structures, and the question of entrywise functions preserving them, have been studied throughout the 20th century, attracting recent interest in connection to high-dimensional covariance estimation. This is the first book to systematically develop the theoretical foundations of the entrywise calculus, focusing on entrywise operations - or transforms - of matrices and kernels with additional structure, which preserve positive semidefiniteness. Designed as an introduction for students, it presents an in-depth and comprehensive view of the subject, from early results to recent progress. Topics include: structural results about, and classifying the preservers of positive semidefiniteness and other Loewner properties (monotonicity, convexity, super-additivity); historical connections to metric geometry; classical connections to moment problems; and recent connections to combinatorics and Schur polynomials. Based on the author's course, the book is structured for use as lecture notes, including exercises for students, yet can also function as a comprehensive reference text for experts.

Arvustused

'Positive definite matrices, kernels, sequences and functions, and operations on them that preserve their positivity, have been studied intensely for over a century. The techniques involved in their analysis and the variety of their applications both continue to grow. This book is an admirably comprehensive and lucid account of the topic. It includes some very recent developments in which the author has played a major role. This will be a valuable resource for researchers and an excellent text for a graduate course.' Rajendra Bhatia, Ashoka University 'The opening notes of this symphony of ideas were written by Schur in 1911. Schoenberg, Loewner, Rudin, Herz, Hiai, FitzGerald, Jain, Guillot, Rajaratnam, Belton, Putinar, and others composed new themes and variations. Now, Khare has orchestrated a masterwork that includes his own harmonies in an elegant synthesis. This is a work of impressive scholarship.' Roger Horn, University of Utah, Retired

Muu info

These self-contained lecture notes develop classical and modern results on positive matrices and kernels, and on transforms preserving them.
Foreword xiv
Mihai Putinar
Preface xvii
PART ONE PRELIMINARIES: ENTRYWISE POWERS PRESERVING POSITIVITY IN A FIXED DIMENSION
1 The Cone of Positive Semidefinite Matrices
3(13)
2 The Schur Product Theorem and Nonzero Lower Bounds
16(7)
3 Totally Positive (TP) and Totally Nonnegative (TN) Matrices
23(9)
4 Totally Positive Matrices -- Generalized Vandermonde and Hankel Moment Matrices
32(8)
5 Entrywise Powers Preserving Positivity in a Fixed Dimension
40(6)
6 Midconvex Implies Continuity, and 2 × 2 Preservers
46(9)
7 Entrywise Preservers of Positivity on Matrices with Zero Patterns
55(9)
8 Entrywise Powers Preserving Positivity, Monotonicity, and Superadditivity
64(8)
9 Loewner Convexity and Single Matrix Encoders of Preservers
72(12)
10 Exercises
84(13)
PART TWO ENTRYWISE FUNCTIONS PRESERVING POSITIVITY IN ALL DIMENSIONS
11 History -- Schoenberg, Rudin, Vasudeva, and Metric Geometry
97(17)
12 Loewner's Determinant Calculation in Horn's Thesis
114(6)
13 The Stronger Horn--Loewner Theorem via Mollifiers
120(7)
14 Stronger Vasudeva and Schoenberg Theorems via Bernstein's Theorem
127(8)
15 Proof of the Stronger Schoenberg Theorem (Part I) -- Positivity Certificates
135(9)
16 Proof of the Stronger Schoenberg Theorem (Part II) -- Real Analyticity
144(7)
17 Proof of the Stronger Schoenberg Theorem (Part III) -- Complex Analysis
151(4)
18 Preservers of Loewner Positivity on Kernels
155(4)
19 Preservers of Loewner Monotonicity and Convexity on Kernels
159(9)
20 Functions Acting Outside Forbidden Diagonal Blocks
168(8)
21 The Boas--Widder Theorem on Functions with Positive Differences
176(14)
22 Menger's Results and Euclidean Distance Geometry
190(13)
23 Exercises
203(10)
PART THREE ENTRYWISE POLYNOMIALS PRESERVING POSITIVITY IN A FIXED DIMENSION
24 Entrywise Polynomial Preservers and Horn--Loewner-Type Conditions
213(7)
25 Polynomial Preservers for Rank-1 Matrices, via Schur Polynomials
220(8)
26 First-Order Approximation and the Leading Term of Schur Polynomials
228(5)
27 Exact Quantitative Bound -- Monotonicity of Schur Ratios
233(12)
28 Polynomial Preservers on Matrices with Real or Complex Entries
245(11)
29 Cauchy and Littlewood's Definitions of Schur Polynomials
256(8)
30 Exercises
264(13)
Part I Bibliographic Notes and References
270(3)
Part II Bibliographic Notes and References
273(3)
Part III Bibliographic Notes and References
276(1)
References 277(14)
Index 291
Apoorva Khare is an Associate Professor of Mathematics at IISc Bangalore. Following a PhD from University of Chicago, he worked at Yale University and Stanford University for eight years. He is a Ramanujan Fellow and Swarnajayanti Fellow of DST, India, with previous support from DARPA, the American Institute of Mathematics (via NSF), and ICMS, UK. Khare has been invited as a Plenary speaker at the leading global conferences in matrix theory and combinatorics: ILAS and FPSAC; and Sectional speaker in the quadrennial leading conferences in Asia (AMC2021) and the Americas (MCA2017).