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相关论文: On the use of fractional calculus for the probabil…

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Fractional moments have been investigated by many authors to represent the density of univariate and bivariate random variables in different contexts. Fractional moments are indeed important when the density of the random variable has…

统计力学 · 物理学 2009-11-18 Giulio Cottone , Mario Di Paola , Ralf Metzler

Based on the canonical correlation analysis we derive series representations of the probability density function (PDF) and the cumulative distribution function (CDF) of the information density of arbitrary Gaussian random vectors as well as…

信息论 · 计算机科学 2022-07-13 Jonathan Huffmann , Martin Mittelbach

A probabilistic circuit (PC) succinctly expresses a function that represents a multivariate probability distribution and, given sufficient structural properties of the circuit, supports efficient probabilistic inference. Typically a PC…

机器学习 · 计算机科学 2024-08-09 Oliver Broadrick , William Cao , Benjie Wang , Martin Trapp , Guy Van den Broeck

The probability density function (PDF) of a random variable associated with the solution of a partial differential equation (PDE) with random parameters is approximated using a truncated series expansion. The random PDE is solved using two…

数值分析 · 数学 2021-01-25 Giacomo Capodaglio , Max Gunzburger , Henry P. Wynn

By means of the multifractal analysis (MFA), the expressions of the probability density functions (PDFs) are unified in a compact analytical formula which is valid for various quantities in turbulence. It is shown that the formula can…

统计力学 · 物理学 2009-11-10 Toshihico Arimitsu , Naoko Arimitsu

Fractional calculus allows one to generalize the linear, one-dimensional, diffusion equation by replacing either the first time derivative or the second space derivative by a derivative of fractional order. The fundamental solutions of…

统计力学 · 物理学 2007-05-23 Francesco Mainardi , Paolo Paradisi , Rudolf Gorenflo

We propose in this paper a new method to compute the characteristic function (CF) of generalized Gaussian (GG) random variable in terms of the Fox H function. The CF of the sum of two independent GG random variables is then deduced. Based…

概率论 · 数学 2015-06-02 Hamza Soury , Mohamed-Slim Alouini

Based on a recent development in the area of error control coding, we introduce the notion of convolutional factor graphs (CFGs) as a new class of probabilistic graphical models. In this context, the conventional factor graphs are referred…

人工智能 · 计算机科学 2012-07-19 Yongyi Mao , Frank Kschischang , Brendan J. Frey

We introduce a new functional representation of probability density functions (PDFs) of non-negative random variables via a product of a monomial factor and linear combinations of decaying exponentials with complex exponents. This…

概率论 · 数学 2018-02-13 Gregory Beylkin , Lucas Monzon , Ignas Satkauskas

This paper proposes a novel approach to the statistical characterization of non-central complex Gaussian quadratic forms (CGQFs). Its key strategy is the generation of an auxiliary random variable (RV) that converges in distribution to the…

Under ideal conditions, the probability density function (PDF) of a random variable, such as a sensor measurement, would be well known and amenable to computation and communication tasks. However, this is often not the case, so the user…

统计理论 · 数学 2022-07-29 Shane Lubold , Clark N. Taylor

Random processes play a crucial role in scientific research, often characterized by distribution functions or probability density functions (PDFs). These PDFs serve as essential approximations of the actual and frequently undisclosed…

统计方法学 · 统计学 2023-06-06 Nico Schick

The probability density function (PDF) of velocity fluctuations is studied experimentally for grid turbulence in a systematical manner. At small distances from the grid, where the turbulence is still developing, the PDF is sub-Gaussian. At…

流体动力学 · 物理学 2009-11-07 H. Mouri , M. Takaoka , A. Hori , Y. Kawashima

For certain types of statistical models, the characteristic function (Fourier transform) is available in closed form, whereas the probability density function has an intractable form, typically as an infinite sum of probability weighted…

统计计算 · 统计学 2020-08-20 Berent Å. S. Lunde , Tore S. Kleppe , Hans J. Skaug

Let $X$ be an arbitrary real-valued random variable (r.v.), with the characteristic function (c.f.) $f$. Integral expressions for the c.f.\ of the r.v.'s $\max(0,X)$ in terms of $f$ are given, as well as other related results. Applications…

概率论 · 数学 2017-01-17 Iosif Pinelis

The vorticity random field of turbulent flow is singled out as the main dynamical variable for the description of turbulence, and the evolution equation of the probability density function (PDF) of the vorticity field has been obtained.…

流体动力学 · 物理学 2022-02-23 Jiawei Li , Zhongmin Qian , Mingrui Zhou

The probability density function (PDF) of flux $R$ is computed in systems with logarithmic non-linearity using a model non-linear dynamical equation. The PDF tails of the first moment flux are analytically predicted to be power law. These…

等离子体物理 · 物理学 2010-03-12 Johan Anderson , Eun-jin Kim

The probability density function (PDF) for critical wavefunction amplitudes is studied in the three-dimensional Anderson model. We present a formal expression between the PDF and the multifractal spectrum f(alpha) in which the role of…

无序系统与神经网络 · 物理学 2009-03-13 Alberto Rodriguez , Louella J. Vasquez , Rudolf A. Roemer

We generalize the method of Van Hove so as to deal with the case of non-ordinary statistical mechanics, that being phenomena with no time-scale separation. We show that in the case of ordinary statistical mechanics, even if the adoption of…

凝聚态物理 · 物理学 2009-10-31 P. Grigolini , A. Rocco , B. J. West

The statistical characterization of the sum of random variables (RVs) are useful for investigating the performance of wireless communication systems. We derive exact closed-form expressions for the probability density function (PDF) and…

信息论 · 计算机科学 2019-10-24 Hongyang Du , Jiayi Zhang , Julian Cheng , Bo Ai
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