Qijing Shen

activity

20232026

most citedA Spectral Approach for Learning Spatiotemporal Neural Differential Equations

8 citations · 8 across the 8 of their papers we have counts for

collaborators

Showing 2024Show all

3 papers · 1 filter

stat.ML2024

A local squared Wasserstein-2 method for efficient reconstruction of models with uncertainty

Mingtao Xia, Qijing Shen

In this paper, we propose a local squared Wasserstein-2 (W_2) method to solve the inverse problem of reconstructing models with uncertain latent variables or parameters. A key adva…

stat.ML2024

An efficient Wasserstein-distance approach for reconstructing jump-diffusion processes using parameterized neural networks

Mingtao Xia, Xiangting Li, Qijing Shen +1

We analyze the Wasserstein distance ( $W$ -distance) between two probability distributions associated with two multidimensional jump-diffusion processes. Specifically, we analyze a t…

math.PR2024

Squared Wasserstein-2 Distance for Efficient Reconstruction of Stochastic Differential Equations

Mingtao Xia, Xiangting Li, Qijing Shen +1

We provide an analysis of the squared Wasserstein-2 ( $W_{2}$ ) distance between two probability distributions associated with two stochastic differential equations (SDEs). Based on th…