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Physical theories that depend on many parameters or are tested against data from many different experiments pose unique challenges to statistical inference. Many models in particle physics, astrophysics and cosmology fall into one or both…

The Standard Model of the elementary particles is controlled by more than 20 parameters, of which it is not known today how they can be linked to deeper principles. Any attempt to clean up this theory, in general results in producing more…

高能物理 - 理论 · 物理学 2022-02-14 Gerard t Hooft

The smallness of fermion masses and mixing angles has recently been been attributed to approximate global $U(1)$ symmetries, one for each fermion type. The parameters associated with these symmetry breakings are estimated here directly from…

高能物理 - 唯象学 · 物理学 2009-12-30 Lawrence Hall , Steven Weinberg

Differential equation models are crucial to scientific processes. The values of model parameters are important for analyzing the behaviour of solutions. A parameter is called globally identifiable if its value can be uniquely determined…

定量方法 · 定量生物学 2024-02-07 Helen Byrne , Heather Harrington , Alexey Ovchinnikov , Gleb Pogudin , Hamid Rahkooy , Pedro Soto

A problem from thermodynamic formalism for countable symbolic Markov chains is considered. It concerns asymptotic behavior of the equilibrium measures corresponding to increasing sequences of finite sub-matrices of an infinite nonnegative…

动力系统 · 数学 2020-11-12 B. M. Gurevich

We consider small factor analysis models with one or two factors. Fixing the number of factors, we prove a finiteness result about the covariance matrix parameter space when the size of the covariance matrix increases. According to this…

统计理论 · 数学 2009-08-13 Mathias Drton , Han Xiao

Nonclassical symmetries and reductions of polynomial equations and systems of polynomial equations are considered. It is shown that specific polynomial equations having "hidden" symmetries can be reduced to classical symmetric systems of…

数值分析 · 数学 2026-01-22 Inna K. Shingareva , Andrei D. Polyanin

The current paper discusses some new results about conformal polynomic surface parameterizations. A new theorem is proved: Given a conformal polynomic surface parameterization of any degree it must be harmonic on each component. As a first…

微分几何 · 数学 2012-05-28 David Pérez Fernández

We show how any dataset of any modality (time-series, images, sound...) can be approximated by a well-behaved (continuous, differentiable...) scalar function with a single real-valued parameter. Building upon elementary concepts from chaos…

机器学习 · 计算机科学 2021-08-23 Laurent Boué

Cosmological fine-tuning has traditionally been associated with the narrowness of the intervals in which the parameters of the physical models must be located to make life possible. A more thorough approach focuses on the probability of the…

物理学史与哲学 · 物理学 2022-04-26 Daniel Andrés Díaz-Pachón , Ola Hössjer , Robert J. Marks

The analysis of data sometimes requires fitting many free parameters in a theory to a large number of data points. Questions naturally arise about the compatibility of specific subsets of the data, such as those from a particular experiment…

高能物理 - 唯象学 · 物理学 2009-11-19 Jon Pumplin

Quantitative properties of stochastic systems are usually specified in logics that allow one to compare the measure of executions satisfying certain temporal properties with thresholds. The model checking problem for stochastic systems with…

计算机科学中的逻辑 · 计算机科学 2010-05-11 Axel Legay , Benoit Delahaye

Global sensitivity analysis (GSA) is frequently used to analyze the influence of uncertain parameters in mathematical models and simulations. In principle, tools from GSA may be extended to analyze the influence of parameters in statistical…

统计计算 · 统计学 2018-06-29 Joseph Hart , Julie Bessac , Emil Constantinescu

If the mechanism of Supersymmetry breaking is not flavour blind, some flavour symmetry is likely to be needed to prevent excessive flavour changing neutral current effects. We discuss two flavour models (based respectively on a U(2) and on…

高能物理 - 唯象学 · 物理学 2014-11-17 A. Masiero , M. Piai , A. Romanino , L. Silvestrini

Constraints on cosmological parameters depend on the set of parameters chosen to define the model which is compared with observational data. I use the Akaike and Bayesian information criteria to carry out cosmological model selection, in…

天体物理学 · 物理学 2009-11-10 Andrew R. Liddle

High dimensional superposition models characterize observations using parameters which can be written as a sum of multiple component parameters, each with its own structure, e.g., sum of low rank and sparse matrices, sum of sparse and…

机器学习 · 计算机科学 2017-06-01 Qilong Gu , Arindam Banerjee

In this work, we propose a global model selection criterion to estimate the graph of conditional dependencies of a random vector based on a finite sample. By global criterion, we mean optimizing a function over the entire set of possible…

统计理论 · 数学 2023-11-06 Florencia Leonardi , Magno T. F Severino

This note discusses the matter of probing Beyond the Standard Model physics and how, to succeed in this quest, the interpretations of the Standard Model regarding observed phenomena must be utilized with caution. We give several specific…

高能物理 - 唯象学 · 物理学 2024-05-15 Mario W. Barela , V. Pleitez

Polymer models are a widely used tool to study the prebiotic formation of metabolism at the origins of life. Counts of the number of reactions in these models are often crucial in probabilistic arguments concerning the emergence of…

分子网络 · 定量生物学 2021-04-14 Oliver Weller-Davies , Mike Steel , Jotun Hein

In this article, we investigate the multi-parametric matroid problem. The weights of the elements of the matroid's ground set depend linearly on an arbitrary but fixed number of parameters, each of which is taken from a real interval. The…

组合数学 · 数学 2025-03-13 Nils Hausbrandt , Stefan Ruzika