activity
20172019
most citedSemi-groups of stochastic gradient descent and online principal component analysis: properties and diffusion approximations

3 citations · 4 across the 5 of their papers we have counts for

collaborators

8 papers

math.AP2019

A viral propagation model with nonlinear infection rate and free boundaries

Lei Li, Siyu Liu, Mingxin Wang

In this paper we put forward a viral propagation model with nonlinear infection rate and free boundaries and investigate the dynamical properties. This model is composed of two ord…

math.NA2019

A discretization of Caputo derivatives with application to time fractional SDEs and gradient flows

Lei Li, Jian-Guo Liu

We consider a discretization of Caputo derivatives resulted from deconvolving a scheme for the corresponding Volterra integral. Properties of this discretization, including signs o…

math.AP2018

On mean field limit for Brownian particles with Coulomb interaction in 3D

Lei Li, Jian-Guo Liu, Pu Yu

In this paper, we consider the mean field limit of Brownian particles with Coulomb interaction in 3D space. In particular, using a symmetrization technique, we show that the limit…

math.PR20183 cited

Semi-groups of stochastic gradient descent and online principal component analysis: properties and diffusion approximations

Yuanyuan Feng, Lei Li, Jian-Guo Liu

We study the Markov semigroups for two important algorithms from machine learning: stochastic gradient descent (SGD) and online principal component analysis (PCA). We investigate t…

q-fin.ST2017

A Modified Levy Jump-Diffusion Model Based on Market Sentiment Memory for Online Jump Prediction

Zheqing Zhu, Jian-guo Liu, Lei Li

In this paper, we propose a modified Levy jump diffusion model with market sentiment memory for stock prices, where the market sentiment comes from data mining implementation using…

math.AP2017

A dispersive regularization for the modified Camassa-Holm equation

Yu Gao, Lei Li, Jian-Guo Liu

In this paper, we present a dispersive regularization for the modified Camassa-Holm equation (mCH) in one dimension, which is achieved through a double mollification for the system…