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We present a series of new and more favorable margin-based learning guarantees that depend on the empirical margin loss of a predictor. We give two types of learning bounds, both distribution-dependent and valid for general families, in…

机器学习 · 计算机科学 2020-10-30 Corinna Cortes , Mehryar Mohri , Ananda Theertha Suresh

The complex exponentials with integer frequencies form a basis for the space of square integrable functions on the unit interval. We analyze whether the basis property is maintained if the support of the complex exponentials is restricted…

经典分析与常微分方程 · 数学 2022-10-13 Dae Gwan Lee , Goetz E. Pfander , David Walnut

Meta learning uses information from base learners (e.g. classifiers or estimators) as well as information about the learning problem to improve upon the performance of a single base learner. For example, the Bayes error rate of a given…

机器学习 · 计算机科学 2016-03-11 Kevin R. Moon , Veronique Delouille , Alfred O. Hero

We show that equation for radial wave function in its traditional form is compatible with the full Schrodinger equation if and only if a definite additional constraint required. This constraint has a boundary condition form at the origin.…

数学物理 · 物理学 2010-10-05 Anzor A. Khelashvili , Teimuraz P. Nadareishvili

Very few studies involve how to construct the efficient RBFs by means of problem features. Recently the present author presented general solution RBF (GS-RBF) methodology to create operator-dependent RBFs successfully [1]. On the other…

计算工程、金融与科学 · 计算机科学 2007-05-23 W. Chen

We consider the behaviour of holomorphic functions on a bounded open subset of the plane, satisfying a Lipschitz condition with exponent $\alpha$, with $0<\alpha<1$, in the vicinity of an exceptional boundary point where all such functions…

复变函数 · 数学 2017-01-04 Anthony G. O'Farrell

We present some upper and lower bounds for the numerical radius of a bounded linear operator defined on complex Hilbert space, which improves on the existing upper and lower bounds. We also present an upper bound for the spectral radius of…

泛函分析 · 数学 2024-08-13 Pintu Bhunia , Santanu Bag , Kallol Paul

Margin theory provides one of the most popular explanations to the success of \texttt{AdaBoost}, where the central point lies in the recognition that \textit{margin} is the key for characterizing the performance of \texttt{AdaBoost}. This…

机器学习 · 计算机科学 2013-08-29 Wei Gao , Zhi-Hua Zhou

Let $A$ be a bounded linear operator defined on a complex Hilbert space and let $|A|=(A^*A)^{1/2}$ be the positive square root of $A$. Among other refinements of the well known numerical radius inequality $w^2(A)\leq \frac12 \|A^*A+AA^*\|$,…

泛函分析 · 数学 2024-08-14 Suvendu Jana , Pintu Bhunia , Kallol Paul

This paper deals with the boundary behavior of functions in the de Branges--Rovnyak spaces. First, we give a criterion for the existence of radial limits for the derivatives of functions in the de Branges--Rovnyak spaces. This criterion…

复变函数 · 数学 2008-02-06 Emmanuel Fricain , Javad Mashreghi

It is shown how to extend the formal variational calculus in order to incorporate integrals of divergences into it. Such a generalization permits to study nontrivial boundary problems in field theory on the base of canonical formalism.

高能物理 - 理论 · 物理学 2007-05-23 Vladimir O. Soloviev

Some elementary inequalities providing upper bounds for the difference of the norm and the numerical radius of a bounded linear operator on Hilbert spaces under appropriate conditions are given.

泛函分析 · 数学 2007-05-23 Sever Silvestru Dragomir

A new boundary value problem for partial differential equations is discussed. We consider an arbitrary solution of an elliptic or parabolic equation in a given domain and no boundary conditions are assumed. We study which restrictions the…

偏微分方程分析 · 数学 2013-12-17 V. Zh. Sakbaev , I. V. Volovich

This paper investigates explicit expressions for the error associated with the block rational Krylov approximation of matrix functions. Two formulas are proposed, both derived from characterizations of the block FOM residual. The first…

数值分析 · 数学 2026-03-23 Stefano Massei , Leonardo Robol

The double exponential formula was introduced for calculating definite integrals with singular point oscillation functions and Fourier integral. The double exponential transformation is not only useful for numerical computations but it is…

综合数学 · 数学 2017-04-20 Arezoo Khatibi , Omid Khatibi

In this article we establish error bound for linear complementarity problem with $P$-matrix using plus function. We introduce a fundamental quantity associated with a $P$-matrix and show how this quantity is useful in deriving error bounds…

最优化与控制 · 数学 2022-09-02 Bharat Kumar , Deepmala , A. Dutta , A. K. Das

A new error bound which is better than the current exponential-type error bound is presented in this paper.

数值分析 · 数学 2007-12-06 Lin-Tian Luh

We discuss some extensions and refinements of the variance bounds for both real and complex numbers. The related bounds for the eigenvalues and spread of a matrix are also derived here.

泛函分析 · 数学 2019-05-21 R. Sharma , A. Sharma , R. Saini

A new error bound for the linear complementarity problem is given when the involved matrix is a B-matrix. It is shown that this bound is sharper than some previous bounds [C.Q. Li, Y.T. Li. Note on error bounds for linear complementarity…

数值分析 · 数学 2016-03-01 Chaoqian Li , Mengting Gan , Shaorong Yang

We generalize Pach and de Zeeuw's bound for distinct distances between points on two curves, from algebraic curves to Pfaffian curves. Pfaffian curves include those that can be defined by any combination of elementary functions, including…

度量几何 · 数学 2025-10-07 Abhiram Natarajan , Adam Sheffer