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We calculate the probability to find exactly $n$ eigenvalues in a spectral interval of a large random $N \times N$ matrix when this interval contains $s \ll N$ eigenvalues on average. The calculations exploit an analogy to the problem of…

凝聚态物理 · 物理学 2009-10-22 M. M. Fogler , B. I. Shklovskii

This paper studies the continuous time mean-variance portfolio selection problem with one kind of non-linear wealth dynamics. To deal the expectation constraint, an auxiliary stochastic control problem is firstly solved by two new…

数理金融 · 定量金融 2022-11-03 Shaolin Ji , Hanqing Jin , Xiaomin Shi

We show that, with very high probability, the random graph Laplacian has simple spectrum. Our method provides a quantitatively effective estimate of the spectral gaps. Along the way, we establish results on affine no-gaps delocalization,…

概率论 · 数学 2025-03-18 Nicholas Christoffersen , Kyle Luh , Hoi H. Nguyen , Jingheng Wang

This work analyzes singular-value spectra of weight matrices in pretrained transformer models to understand how information is stored at both ends of the spectrum. Using Random Matrix Theory (RMT) as a zero information hypothesis, we…

机器学习 · 计算机科学 2025-11-07 Max Staats , Matthias Thamm , Bernd Rosenow

This work is concerned with finite range bounds on the variance of individual eigenvalues of random covariance matrices, both in the bulk and at the edge of the spectrum. In a preceding paper, the author established analogous results for…

概率论 · 数学 2013-09-25 Sandrine Dallaporta

We consider the eigenvalues of sample covariance matrices of the form $\mathcal{Q}=(\Sigma^{1/2}X)(\Sigma^{1/2}X)^*$. The sample $X$ is an $M\times N$ rectangular random matrix with real independent entries and the population covariance…

概率论 · 数学 2020-09-16 Jinwoong Kwak , Ji Oon Lee , Jaewhi Park

In this paper, we provide a simple, ``generic'' interpretation of multifractal scaling laws and multiplicative cascade process paradigms in terms of volatility correlations. We show that in this context 1/f power spectra, as observed…

凝聚态物理 · 物理学 2009-10-31 J. F. Muzy , J. Delour , E. Bacry

We study a an optimal high frequency trading problem within a market microstructure model designed to be a good compromise between accuracy and tractability. The stock price is driven by a Markov Renewal Process (MRP), while market orders…

交易与市场微观结构 · 定量金融 2015-01-06 Pietro Fodra , Huyên Pham

We present an analytic method to determine spectral properties of the covariance matrices constructed of correlated Wishart random matrices. The method gives, in the limit of large matrices, exact analytic relations between the spectral…

统计力学 · 物理学 2009-11-10 Zdzislaw Burda , Jerzy Jurkiewicz , Bartlomiej Waclaw

The pattern of zero entries in the inverse covariance matrix of a multivariate normal distribution corresponds to conditional independence restrictions between variables. Covariance selection aims at estimating those structural zeros from…

统计理论 · 数学 2016-08-16 Nicolai Meinshausen , Peter Bühlmann

Multivariate subordinated L\'evy processes are widely employed in finance for modeling multivariate asset returns. We propose to exploit non-linear dependence among financial assets through multivariate cumulants of these processes, for…

统计理论 · 数学 2020-04-09 Elvira Di Nardo , Marina Marena , Patrizia Semeraro

In this paper we study the optimal dividend problem for a company whose surplus process evolves as a spectrally positive Levy process. This model including the dual model of the classical risk model and the dual model with diffusion as…

投资组合管理 · 定量金融 2014-03-11 Chuancun Yin , Yuzhen Wen , Yongxia Zhao

L\'evy processes are widely used in financial modeling due to their ability to capture discontinuities and heavy tails, which are common in high-frequency asset return data. However, parameter estimation remains a challenge when associated…

机器学习 · 统计学 2025-10-01 Nicolas Coloma , William Kleiber

The concept of freeness was introduced by Voiculescu in the context of operator algebras. Later it was observed that it is also relevant for large random matrices. We will show how the combination of various free probability results with a…

算子代数 · 数学 2014-04-15 Roland Speicher

We consider real symmetric or complex hermitian random matrices with correlated entries. We prove local laws for the resolvent and universality of the local eigenvalue statistics in the bulk of the spectrum. The correlations have fast decay…

概率论 · 数学 2018-03-01 Oskari Ajanki , Laszlo Erdos , Torben Krüger

The exact meaning of the noise spectrum of eigenvalues of the covariance matrix is discussed. In order to better understand the possible phenomena behind the observed noise, the spectrum of eigenvalues of the covariance matrix is studied…

物理与社会 · 物理学 2008-12-02 André C. R. Martins

In this article we propose a study of market models starting from a set of axioms, as one does in the case of risk measures. We define a market model simply as a mapping from the set of adapted strategies to the set of random variables…

数理金融 · 定量金融 2015-12-08 Mario Sikic

We analyse the structure of the distribution of eigenvalues of the stock market correlation matrix with increasing length of the time series representing the price changes. We use 100 highly-capitalized stocks from the American market and…

物理与社会 · 物理学 2009-11-11 J. Kwapien , P. Oswiecimka , S. Drozdz

Large random matrices appear in different fields of mathematics and physics such as combinatorics, probability theory, statistics, operator theory, number theory, quantum field theory, string theory etc... In the last ten years, they…

概率论 · 数学 2007-05-23 Alice Guionnet

We show that finite rank perturbations of certain random matrices fit in the framework of infinitesimal (type B) asymptotic freeness. This can be used to explain the appearance of free harmonic analysis (such as subordination functions…

概率论 · 数学 2015-09-30 D. Shlyakhtenko
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