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This is a short review on the applications of Lieb-Robinson bounds for a general readership of mathematical physicists.

数学物理 · 物理学 2011-02-07 Bruno Nachtergaele , Robert Sims

Modern regression problems often involve high-dimensional data and a careful tuning of the regularization hyperparameters is crucial to avoid overly complex models that may overfit the training data while guaranteeing desirable properties…

机器学习 · 计算机科学 2026-04-08 Maria-Florina Balcan , Saumya Goyal , Dravyansh Sharma

A new error bound for the linear complementarity problem when the matrix involved is a B-matrix is presented, which improves the corresponding result in [C.Q. Li et al., A new error bound for linear complementarity problems for B-matrices.…

数值分析 · 数学 2016-10-21 Lei Gao , Chaoqian Li

Existing generalization bounds for deep neural networks require data to be independent and identically distributed (iid). This assumption may not hold in real-life applications such as evolutionary biology, infectious disease epidemiology,…

机器学习 · 统计学 2023-10-10 Quan Huu Do , Binh T. Nguyen , Lam Si Tung Ho

Using theoretical and numerical results, we document the accuracy of commonly applied variational Bayes methods across a range of state space models. The results demonstrate that, in terms of accuracy on fixed parameters, there is a clear…

统计方法学 · 统计学 2022-02-25 David T. Frazier , Ruben Loaiza-Maya , Gael M. Martin

In the reduced basis method, the evaluation of the a posteriori estimator can become very sensitive to round-off errors. In this note, the origin of the loss of accuracy is revealed, and a solution to this problem is proposed and…

数值分析 · 数学 2014-05-16 Fabien Casenave

We present a new lower bound on the differential entropy rate of stationary processes whose sequences of probability density functions fulfill certain regularity conditions. This bound is obtained by showing that the gap between the…

信息论 · 计算机科学 2017-08-30 Meik Dörpinghaus

This work is concerned with finite range bounds on the variance of individual eigenvalues of Wigner random matrices, in the bulk and at the edge of the spectrum, as well as for some intermediate eigenvalues. Relying on the GUE example,…

概率论 · 数学 2012-07-06 Sandrine Dallaporta

We prove sharp, computable error estimates for the propagation of errors in the numerical solution of ordinary differential equations. The new estimates extend previous estimates of the influence of data errors and discretisation errors…

数值分析 · 数学 2015-04-28 Benjamin Kehlet , Anders Logg

We provide bounds on the size of polynomial differential equations obtained by executing closure properties for D-algebraic functions. While it is easy to obtain bounds on the order of these equations, it requires some more work to derive…

符号计算 · 计算机科学 2025-05-13 Manuel Kauers , Raphael Pages

Generalization error bounds are critical to understanding the performance of machine learning models. In this work, building upon a new bound of the expected value of an arbitrary function of the population and empirical risk of a learning…

信息论 · 计算机科学 2021-05-07 Gholamali Aminian , Laura Toni , Miguel R. D. Rodrigues

We prove some distribution results for the $k$-fold divisor function in arithmetic progressions to moduli that exceed the square-root of length $X$ of the sum, with appropriate constrains and averaging on the moduli, saving a power of $X$…

数论 · 数学 2023-08-15 David T. Nguyen

In this paper, we derive a useful lower bound for the Kullback-Leibler divergence (KL-divergence) based on the Hammersley-Chapman-Robbins bound (HCRB). The HCRB states that the variance of an estimator is bounded from below by the…

统计理论 · 数学 2019-11-05 Tomohiro Nishiyama

Lower and upper bounds for a given function are important in many mathematical and engineering contexts, where they often serve as a base for both analysis and application. In this short paper, we derive piecewise linear and quadratic…

最优化与控制 · 数学 2014-06-17 Gene A. Bunin , Grégory François , Dominique Bonvin

In parameter estimation, assumptions about the model are typically considered which allow us to build optimal estimation methods under many statistical senses. However, it is usually the case where such models are inaccurately known or not…

统计理论 · 数学 2015-12-14 Adrià Gusi-Amigó , Pau Closas , Luc Vandendorpe

Due to the limited number of bits in floating-point or fixed-point arithmetic, rounding is a necessary step in many computations. Although rounding methods can be tailored for different applications, round-off errors are generally…

数值分析 · 数学 2020-06-02 Lu Xia , Martijn Anthonissen , Michiel Hochstenbach , Barry Koren

It is shown that when in a higher order variational principle one fixes fields at the boundary leaving the field derivatives unconstrained, then the variational principle (in particular the solution space) is not invariant with respect to…

数学物理 · 物理学 2011-06-21 L. Fatibene , M. Francaviglia , S. Mercadante

We investigate the boundary behavior of holomorphic functions with respect to a family of curves in a domain of finite type. This work is a generalization of \u{C}irka's classical result on the unit ball and it supplements the result by…

复变函数 · 数学 2013-05-10 Steven G. Krantz , Baili Min

In this note we study multivariate integration for permutation-invariant functions from a certain Banach space E_{d,\alpha} of Korobov type in the worst case setting. We present a lower error bound which particularly implies that in…

数值分析 · 数学 2013-10-16 Markus Weimar

Although being powerful, the differential transform method yet suffers from a drawback which is how to compute the differential transform of nonlinear non-autonomous functions that can limit its applicability. In order to overcome this…

经典分析与常微分方程 · 数学 2016-12-28 Essam. R. El-Zahar , Abdelhalim Ebaid
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