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The study of a machine learning problem is in many ways is difficult to separate from the study of the loss function being used. One avenue of inquiry has been to look at these loss functions in terms of their properties as scoring rules…

机器学习 · 计算机科学 2022-09-02 Zac Cranko , Robert C. Williamson , Richard Nock

Dualities are widely used in quantum field theories and string theory to obtain correlation functions at high accuracy. Here we present examples where dual data representations are useful in supervised classification, linking machine…

计算物理 · 物理学 2020-06-24 Philip Betzler , Sven Krippendorf

The explicit integrability of second order ordinary differential equations invariant under time-translation and rescaling is investigated. Quadratic systems generated from the linearisable version of this class of equations are analysed to…

可精确求解与可积系统 · 物理学 2007-05-23 Peter Leach , Spiros Cotsakis , George Flessas

We analyze gradient descent with randomly weighted data points in a linear regression model, under a generic weighting distribution. This includes various forms of stochastic gradient descent, importance sampling, but also extends to…

机器学习 · 统计学 2025-12-12 Gabriel Clara , Yazan Mash'al

We present the constructon and detailed analysis of highly-optimized self-refocusing pulse shapes for several rotation angles. We characterize the constructed pulses by the coefficients appearing in the Magnus expansion up to second order.…

量子物理 · 物理学 2009-11-13 Leonid P. Pryadko , Pinaki Sengupta

A second-order differential identity for the Riemann tensor is obtained, on a manifold with symmetric connection. Several old and some new differential identities for the Riemann and Ricci tensors descend from it. Applications to manifolds…

微分几何 · 数学 2012-02-16 Carlo Alberto Mantica , Luca Guido Molinari

We derive expressions, in terms of "polar shapelets", for the image distortion operations associated with weak gravitational lensing. Shear causes galaxy shapes to become elongated, and is sensitive to the second derivative of the projected…

天体物理学 · 物理学 2008-11-26 Richard Massey , Barnaby Rowe , Alexandre Refregier , David J. Bacon , Joel Berge

Effective transport properties of heterogeneous structures are predicted by geometric microstructural parameters, but these can be difficult to calculate. Here, a boundary element code with a recurrent series method accurately and…

无序系统与神经网络 · 物理学 2021-08-24 Matthew D. Arnold

We consider the problem of learning low-rank tensors from partial observations with structural constraints, and propose a novel factorization of such tensors, which leads to a simpler optimization problem. The resulting problem is an…

机器学习 · 计算机科学 2023-05-16 Jayadev Naram , Tanmay Kumar Sinha , Pawan Kumar

We investigate two classes of transformations of cosine similarity and Pearson and Spearman correlations into metric distances, utilising the simple tool of metric-preserving functions. The first class puts anti-correlated objects maximally…

统计方法学 · 统计学 2012-08-16 Stijn van Dongen , Anton J. Enright

Symmetric second-order tensors are fundamental in various scientific and engineering domains, as they can represent properties such as material stresses or diffusion processes in brain tissue. In recent years, several approaches have been…

图形学 · 计算机科学 2024-11-19 Tadea Schmitz , Tim Gerrits

Kirigami tessellations, regular planar patterns formed by cutting flat, thin sheets, have attracted recent scientific interest for their rich geometries, surprising material properties and promise for technologies. Here we pose and solve…

软凝聚态物质 · 物理学 2020-02-10 Gary P. T. Choi , Levi H. Dudte , L. Mahadevan

We investigate the perturbative renormalisation of deformed conformal field theories from the Hamiltonian perspective. We discuss the relation with conformal perturbation theory, to which we provide an explicit match up to third order in…

高能物理 - 理论 · 物理学 2018-03-16 Daniel Rutter , Balt C. van Rees

The paper studies 'good arrangements' (transversality properties) of collections of sets in a normed vector space near a given point in their intersection. We target primal (metric and slope) characterizations of transversality properties…

最优化与控制 · 数学 2022-06-17 Nguyen Duy Cuong , Alexander Y. Kruger

In this paper we construct the main algebraic and differential properties and the weight functions of orthogonal polynomial solutions of bivariate second--order linear partial differential equations, which are admissible potentially…

偏微分方程分析 · 数学 2011-01-14 I. Area , E. Godoy , A. Ronveaux , A. Zarzo

Symmetries of variational problems are considered as symmetries of vector bundle valued exterior differential systems. This approach is then applied to third order ordinary variational equations of motion of the semi-classical spinning…

微分几何 · 数学 2015-06-22 R. Ya. Matsyuk

We suggest two metrics for assessing the quality of atomistic configurations of disordered materials, both of which are based on quantifying the orientational distribution of neighbours around each atom in the configuration. The first…

材料科学 · 物理学 2012-11-20 Matthew J. Cliffe , Andrew L. Goodwin

There are numerous randomized algorithms to generate spanning trees in a given ambient graph; several target the uniform distribution on trees (UST), while in practice the fastest and most frequently used draw random weights on the edges…

离散数学 · 计算机科学 2026-04-29 Eric Babson , Moon Duchin , Annina Iseli , Pietro Poggi-Corradini , Dylan Thurston , Jamie Tucker-Foltz

This work addresses the problem of computing measures of recognisable sets of infinite trees. An algorithm is provided to compute the probability measure of a tree language recognisable by a weak alternating automaton, or equivalently…

形式语言与自动机理论 · 计算机科学 2025-12-22 Damian Niwiński , Marcin Przybyłko , Michał Skrzypczak

Stochastic geometry provides a powerful framework for modelling complex random structures, with applications in physics, materials science, biology, and other fields. The three-dimensional microstructure of polycrystalline materials is…

数学物理 · 物理学 2025-07-22 Oleksandr Kornijčuk , Luděk Heller , Zbyněk Pawlas , Viktor Beneš