Theory of overparametrization in quantum neural networks

M Larocca, N Ju, D García-Martín, PJ Coles… - Nature Computational …, 2023 - nature.com
The prospect of achieving quantum advantage with quantum neural networks (QNNs) is
exciting. Understanding how QNN properties (for example, the number of parameters M) …

Majorizations and inequalities in matrix theory

T Ando - Linear algebra and its Applications, 1994 - Elsevier
In matrix theory, majorization plays a significant role. For instance, majorization relations
among eigenvalues and singular values of matrices produce a lot of norm inequalities and …

[图书][B] Matrix theory: basic results and techniques

F Zhang - 2011 - books.google.com
The aim of this book is to concisely present fundamental ideas, results, and techniques in
linear algebra and mainly matrix theory. The book contains ten chapters covering various …

[图书][B] Invitation to linear operators: From matrices to bounded linear operators on a Hilbert space

T Furuta - 2001 - books.google.com
Most books on linear operators are not easy to follow for students and researchers without
an extensive background in mathematics. Self-contained and using only matrix theory …

[图书][B] Matrix inequalities

X Zhan - 2004 - books.google.com
The main purpose of this monograph is to report on recent developments in the field of
matrix inequalities, with emphasis on useful techniques and ingenious ideas. Among other …

REML estimation: asymptotic behavior and related topics

J Jiang - The Annals of Statistics, 1996 - projecteuclid.org
The restricted maximum likelihood (REML) estimates of dispersion parameters (variance
components) in a general (non-normal) mixed model are defined as solutions of the REML …

[PDF][PDF] Recent developments of Mond-Pecaric method in operator inequalities

M Fujii, JM Hot - Monographs in Inequalities, 2012 - ele-math.com
In the field of operator theory, an inequality due to LV Kantorovich provides an example of
“sailing upstream”, regarding the usual course of development of converse inequalities …

A ≥ B ≥ 0 Assures (Br Ap Br)1/q ≥ B^{(p+2r)/q for r ≥ 0, p ≥ 0, q ≥ 1 with (1 + 2r)q ≥ p + 2r

T Furuta - Proceedings of the American Mathematical Society, 1987 - JSTOR
An operator means a bounded linear operator on a Hilbert space. This paper proves the
assertion made in its title. Theorem 1 yields the famous result that A≥ B≥ 0 assures Aα≥ …

[图书][B] Large sample techniques for statistics

J Jiang - 2010 - Springer
A quote from the preface of the first edition:“Large-sample techniques provide solutions to
many practical problems; they simplify our solutions to difficult, sometimes intractable …

Averaging on the Bures-Wasserstein manifold: dimension-free convergence of gradient descent

J Altschuler, S Chewi, PR Gerber… - Advances in Neural …, 2021 - proceedings.neurips.cc
We study first-order optimization algorithms for computing the barycenter of Gaussian
distributions with respect to the optimal transport metric. Although the objective is …