3 papers
stat.ML2025
Learning Linearized Models from Nonlinear Systems under Initialization Constraints with Finite Data
Lei Xin, Baike She, Qi Dou +2
The identification of a linear system model from data has wide applications in control theory. The existing work that provides finite sample guarantees for linear system identifica…
cs.LG2023
Online Change Points Detection for Linear Dynamical Systems with Finite Sample Guarantees
Lei Xin, George Chiu, Shreyas Sundaram
The problem of online change point detection is to detect abrupt changes in properties of time series, ideally as soon as possible after those changes occur. Existing work on onlin…
eess.SY2023
Learning Linearized Models from Nonlinear Systems with Finite Data
Lei Xin, George Chiu, Shreyas Sundaram
Identifying a linear system model from data has wide applications in control theory. The existing work on finite sample analysis for linear system identification typically uses dat…