Yubin Lu

activity

20202026

most citedDiscovering transition phenomena from data of stochastic dynamical systems with Lévy noise

32 citations · 125 across the 15 of their papers we have counts for

collaborators

Showing 2021 · stat.MLShow all

2 papers · 2 filters

stat.ML2021

Extracting stochastic dynamical systems with $α$ -stable Lévy noise from data

Yang Li, Yubin Lu, Shengyuan Xu +1

With the rapid increase of valuable observational, experimental and simulated data for complex systems, much efforts have been devoted to identifying governing laws underlying the…

stat.ML2021★ 22 cited

Learning the temporal evolution of multivariate densities via normalizing flows

Yubin Lu, Romit Maulik, Ting Gao +3

In this work, we propose a method to learn multivariate probability distributions using sample path data from stochastic differential equations. Specifically, we consider temporall…

Extracting stochastic dynamical systems with α-stable Lévy noise from data

Learning the temporal evolution of multivariate densities via normalizing flows

Extracting stochastic dynamical systems with $α$ -stable Lévy noise from data