Generalized scale behavior and renormalization group for data analysis
نویسندگان
چکیده
Some recent results showed that renormalization group can be considered as a promising framework to address open issues in data analysis. In this work, we focus on one of these aspects, closely related principal component analysis for the case large dimensional sets with covariance having nearly continuous spectrum. case, distinction between "noise-like" and "non-noise" modes becomes arbitrary an challenge standard methods. Observing both search simplification systems involving many degrees freedom, aim use argument clarify turning point noise information modes. The analogy coarse-graining has been investigated [Journal Statistical Physics,167, Issue 3-4, pp 462-475, (2017)], from perturbative framework, implementation real by same authors procedure may reflect more than simple formal analogy. particular, separation sampling controlled non-Gaussian fixed point, reminiscent behaviour critical systems. our analysis, go beyond using nonperturbative techniques investigate points propose deeper formalism allowing going power-law assumptions explicit computations.
منابع مشابه
Generalized numerical renormalization group for dynamical quantities
In this paper we introduce a new approach for calculating dynamical properties within the numerical renormalization group. It is demonstrated that the method previously used fails for the Anderson impurity in a magnetic field due to the absence of energy scale separation. The problem is solved by evaluating the Green function with respect to the reduced density matrix of the full system, leadin...
متن کاملRenormalization group and the Planck scale.
I discuss the renormalization group approach to gravity, and its link to Weinberg's asymptotic safety scenario, and give an overview of results with applications to particle physics and cosmology.
متن کاملA NUMERICAL RENORMALIZATION GROUP APPROACH FOR AN ELECTRON-PHONON INTERACTION
A finite chain calculation in terms of Hubbard X-operators is explored by setting up a vibronic Harniltonian. The model conveniently transformed into a form so that in the case of strong coupling a numerical renormalization group approach is applicable. To test the technique, a one particle Green function is calculated for the model Harniltonian
متن کاملRenormalization Group Approach to Generalized Cosmological models
It is widely accepted that Einstein’s general theory of relativity is an effective four-dimensional theory at lower energies and that it needs modifications at high energies. In the cosmological context, this break down of the theory results in a modification of the Friedmann equation with important consequences in the dynamical evolution at early times (see for example, [1, 2]). There has been...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Statistical Mechanics: Theory and Experiment
سال: 2022
ISSN: ['1742-5468']
DOI: https://doi.org/10.1088/1742-5468/ac52a6