A Short Note on Gaussian Distributionwith Non-Constant Correlation

This article studies the terminal distribution of multi-variate Brownian motion where the correlations are not constant.In particular, with the assumption that the correlation function is driven by one factor, this article developed PDEs to quantify the moments of the conditional distribution of other factors.By using normal distribution and moment matching, we found a good approximation to the true Fokker Planck solution and the method provides a good analytic tractability and fast performance due to the low dimensions of PDEs to solve.This method can be applied to model correlation skew effect in quantitative finance, or other cases where a non-constant correlation is desired in modelling multivariate distribution.

Authors

Publication Details

Journal
International Journal of Pure and Applied Mathematics Research
Published
2025-04-25
DOI
https://doi.org/10.51483/ijpamr.5.1.2025.10-19
Primary Topic
Statistical Distribution Estimation and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Short Note on Gaussian Distributionwith Non-Constant Correlation

Yudong Tang
International Journal of Pure and Applied Mathematics Research
Statistical Distribution Estimation and Applications
article

A Short Note on Gaussian Distributionwith Non-Constant Correlation

Yudong Tang
article en

Abstract

This article studies the terminal distribution of multi-variate Brownian motion where the correlations are not constant.In particular, with the assumption that the correlation function is driven by one factor, this article developed PDEs to quantify the moments of the conditional distribution of other factors.By using normal distribution and moment matching, we found a good approximation to the true Fokker Planck solution and the method provides a good analytic tractability and fast performance due to the low dimensions of PDEs to solve.This method can be applied to model correlation skew effect in quantitative finance, or other cases where a non-constant correlation is desired in modelling multivariate distribution.

International Journal of Pure and Applied Mathematics ResearchVol. 5(1)
Openalex Percentile: Top 86%
Statistical Distribution Estimation and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.