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The development and use of dimension reduction methods is prevalent in modern statistical literature. This paper reviews a class of dimension reduction techniques which aim to simultaneously select relevant predictors and find clusters…

统计方法学 · 统计学 2022-02-18 Suchit Mehrotra

Applications of the principle of reduction of couplings to the standard model and supersymmetric grand unified theories are reviewed. Phenomenological applications of renormalization group invariant sum rules for soft supersymmetry-breaking…

高能物理 - 唯象学 · 物理学 2007-05-23 Jisuke Kubo

We investigate the issue of regularization/renormalization in the presence of a nontrivial background in the case of 1+1-(supersymmetric) solitons. In particular we study and compare the commonly employed regularization methods (mode-…

高能物理 - 理论 · 物理学 2007-05-23 Robert Wimmer

We extent the standard approach of dimensional regularization of Feynman diagrams: we replace the transition to lower dimensions by a 'natural' cut-off regulator. Introducing an external regulator of mass Lambda^(2e), we regain in the limit…

核理论 · 物理学 2007-05-23 M. Dillig

We construct a new version of the higher covariant derivative regularization for a general ${\cal N}=2$ supersymmetric gauge theory formulated in terms of ${\cal N}=1$ superfields. This regularization preserves both supersymmetries of the…

高能物理 - 理论 · 物理学 2015-06-18 I. L. Buchbinder , K. V. Stepanyantz

We consider the most general loop integral that appears in non-relativistic effective field theories with no light particles. The divergences of this integral are in correspondence with simple poles in the space of complex space-time…

高能物理 - 理论 · 物理学 2008-11-26 D. R. Phillips , S. R. Beane , M. C. Birse

This paper is devoted to the study of metric subregularity and strong subregularity of any positive order $q$ for set-valued mappings in finite and infinite dimensions. While these notions have been studied and applied earlier for $q=1$…

最优化与控制 · 数学 2015-07-20 Boris Mordukhovich , Wei Ouyang

A new Dimensional Regularization of $\gamma_5$ is proposed. Cyclicity and Lorentz covariance are enforced. The extension to generic dimension is based on the integral representation of the trace of gamma's, presented in a previous paper.

高能物理 - 理论 · 物理学 2017-11-22 Ruggero Ferrari

We calculate all the 2 to 2 scattering process in Yang-Mills theory in the Light Cone gauge, with the dimensional regulator as the UV regulator. The IR is regulated with a cutoff in $q^+$. It supplements our earlier work, where a Lorentz…

高能物理 - 理论 · 物理学 2008-11-26 Jian Qiu

We extend Elitzur's theorem to systems with symmetries intermediate between global and local. In general, our theorem formalizes the idea of {\it dimensional reduction}. We apply the results of this generalization to many systems that are…

统计力学 · 物理学 2009-11-10 Cristian D. Batista , Zohar Nussinov

We give an introduction to renormalisation, focusing first on a pedagogical description of fundamental concepts of the procedure and its features, then we introduce the renormalisation group and its equations. We discuss then the case of…

高能物理 - 唯象学 · 物理学 2026-05-21 Leonardo Di Giustino

Dimension reduction of multivariate data supervised by auxiliary information is considered. A series of basis for dimension reduction is obtained as minimizers of a novel criterion. The proposed method is akin to continuum regression, and…

统计方法学 · 统计学 2018-06-29 Sungkyu Jung

The role of cut-off and dimensional regularizations is discussed in the context of obtaining a renormalized nucleon-nucleon potential from the chiral Lagrangian formulation of the effective field theory due to Weinberg. Both types of…

核理论 · 物理学 2007-05-23 Sadhan K. Adhikari

The method of higher covariant derivative regularization of gauge theories is reviewed. The objections raised in the literature last years are discussed and the consistency of the method is proven. New approach to regularization of…

高能物理 - 理论 · 物理学 2015-06-26 T. D. Bakeyev , A. A. Slavnov

We discuss the dependence of running couplings on the choice of regularization method in a general softly-broken N=1 supersymmetric theory. Regularization by dimensional reduction respects supersymmetry, but standard dimensional…

高能物理 - 唯象学 · 物理学 2009-10-22 Stephen P. Martin , Michael T. Vaughn

The vast majority of Dimensionality Reduction (DR) techniques rely on second-order statistics to define their optimization objective. Even though this provides adequate results in most cases, it comes with several shortcomings. The methods…

计算机视觉与模式识别 · 计算机科学 2017-08-21 Nikolaos Passalis , Anastasios Tefas

Dimension reduction is the process of embedding high-dimensional data into a lower dimensional space to facilitate its analysis. In the Euclidean setting, one fundamental technique for dimension reduction is to apply a random linear map to…

概率论 · 数学 2017-09-19 Samet Oymak , Joel A. Tropp

The infinite reduction of couplings is a tool to consistently renormalize a wide class of non-renormalizable theories with a reduced, eventually finite, set of independent couplings, and classify the non-renormalizable interactions. Several…

高能物理 - 理论 · 物理学 2009-11-11 Damiano Anselmi , Milenko Halat

These notes develop aspects of perturbation theory of matrices related to so-called diagonalisation schemes. Primary focus is on constructive tools to derive asymptotic expansions for small/large parameters of eigenvalues and…

偏微分方程分析 · 数学 2010-12-23 Kay Jachmann , Jens Wirth

An extension of dimensional regularization to the case of compact dimensions is presented. The procedure preserves the Kaluza-Klein tower structure, but has a regulator specific to the compact dimension. Possible 5 and 4 dimensional…

高能物理 - 理论 · 物理学 2011-10-11 S. Groot Nibbelink