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Parabolic renormalization associates to a holomorphic map f with a parabolic fixed point another holomorphic map with a parabolic fixed point. This procedure is essential for understanding the phenomenon of parabolic enrichment, which…

动力系统 · 数学 2025-10-16 Arnaud Chéritat , Pascale Roesch

We give a construction allowing to construct local renormalised solutions to general quasilinear stochastic PDEs within the theory of regularity structures, thus greatly generalising the recent results of [BDH16,FG16,OW16]. Loosely…

偏微分方程分析 · 数学 2019-02-22 Máté Gerencsér , Martin Hairer

We present a new real space renormalization-group map, on the space of probabilities, to study the renormalization of the SUSY \phi^4. In our approach we use the random walk representation on a lattice labeled by an ultrametric space. Our…

高能物理 - 理论 · 物理学 2015-06-26 Suemi Rodriguez-Romo

We present and analyze a novel sparse polynomial technique for the simultaneous approximation of parameterized partial differential equations (PDEs) with deterministic and stochastic inputs. Our approach treats the numerical solution as a…

数值分析 · 数学 2020-01-22 Nick Dexter , Hoang Tran , Clayton Webster

In this work, we introduce Regularity Structures B-series which are used for describing solutions of singular stochastic partial differential equations (SPDEs). We define composition and substitutions of these B-series and as in the context…

概率论 · 数学 2024-10-08 Yvain Bruned

Renormalization is a powerful technique in statistical physics to extract the large-scale behavior of interacting many-body models. These notes aim to give an introduction to perturbative methods that operate on the level of the stochastic…

统计力学 · 物理学 2023-03-09 Nikos Papanikolaou , Thomas Speck

Within finite temperature field theory, we show that truncated non-perturbative self-consistent Dyson resummation schemes can be renormalized with local vacuum counterterms. For this the theory has to be renormalizable in the usual sense…

高能物理 - 唯象学 · 物理学 2007-05-23 H. van Hees , J. Knoll

Following a polynomial approach, many robust fixed-order controller design problems can be formulated as optimization problems whose set of feasible solutions is modelled by parametrized polynomial matrix inequalities (PMI). These…

最优化与控制 · 数学 2012-06-01 Didier Henrion , Jean Bernard Lasserre

In this paper, we explore the version of Hairer's regularity structures based on a greedier index set than trees, as introduced by Otto, Sauer, Smith and Weber. More precisely, we construct and stochastically estimate the renormalized model…

概率论 · 数学 2025-06-10 Pablo Linares , Felix Otto , Markus Tempelmayr , Pavlos Tsatsoulis

A perturbative renormalization group method is used to obtain steady-state density profiles of a particle non-conserving asymmetric simple exclusion process. This method allows us to obtain a globally valid solution for the density profile…

统计力学 · 物理学 2017-04-05 Sutapa Mukherji

As applied to quantum theories, the program of renormalization is successful for `renormalizable models' but fails for `nonrenormalizable models'. After some conceptual discussion and analysis, an enhanced program of renormalization is…

高能物理 - 理论 · 物理学 2009-05-01 John R. Klauder

Parameter-space regularization in neural network optimization is a fundamental tool for improving generalization. However, standard parameter-space regularization methods make it challenging to encode explicit preferences about desired…

机器学习 · 统计学 2023-12-29 Tim G. J. Rudner , Sanyam Kapoor , Shikai Qiu , Andrew Gordon Wilson

Simulations with an explicit description of intermolecular forces using electronic structure methods are still not feasible for many systems of interest. As a result, empirical methods such as force fields (FF) have become an established…

化学物理 · 物理学 2022-06-02 Moritz Thürlemann , Lennard Böselt , Sereina Riniker

The perturbative construction of the S-matrix in the causal spacetime approach of Epstein and Glaser may be interpreted as a method of regularization for divergent Feynman diagrams. The results of any method of regularization must be…

高能物理 - 理论 · 物理学 2010-02-01 Silke Falk , Rainer Häußling , Florian Scheck

We present a series of recent results on the well-posedness of very singular parabolic stochastic partial differential equations. These equations are such that the question of what it even means to be a solution is highly non-trivial. This…

概率论 · 数学 2014-03-26 Martin Hairer

The renormalization of the Minimal Supersymmetric Standard Model (MSSM) is presented. We describe symmetry identities that constitute a framework in which the MSSM is completely characterized and renormalizability can be proven.…

高能物理 - 唯象学 · 物理学 2009-11-07 Wolfgang Hollik , Elisabeth Kraus , Markus Roth , Christian Rupp , Klaus Sibold , Dominik Stöckinger

A general approach to provide approximate parameterizations of the "small" scales by the "large" ones, is developed for stochastic partial differential equations driven by linear multiplicative noise. This is accomplished via the concept of…

偏微分方程分析 · 数学 2013-10-16 Mickael D. Chekroun , Honghu Liu , Shouhong Wang

We develop a general framework for spatial discretisations of parabolic stochastic PDEs whose solutions are provided in the framework of the theory of regularity structures and which are functions in time. As an application, we show that…

概率论 · 数学 2017-07-26 Martin Hairer , Konstantin Matetski

Over the past few years, trace regression models have received considerable attention in the context of matrix completion, quantum state tomography, and compressed sensing. Estimation of the underlying matrix from regularization-based…

机器学习 · 统计学 2015-04-24 Martin Slawski , Ping Li , Matthias Hein

An ill-defined integral equation for modeling the mass-spectrum of mesons is regulated with an additional but unphysical parameter. This parameter dependance is removed by renormalization. Illustrative graphical examples are given.

高能物理 - 唯象学 · 物理学 2009-11-07 Michael Frewer , Tobias Frederico , Hans-Christian Pauli