Learning Algorithms for Mixtures of Linear Dynamical Systems: A Practical Approach

In this work, we give the first implementation of an algorithm to learn a mixture of linear dynamical systems (LDS’s), and an analysis of algorithms to learn a single linear dynamical system. Following the work of Bakshi et al. ([1]), we implement a recent polynomial-time algorithm based on a tensor...

Full description

Bibliographic Details
Main Author: Kumar, Nitin A.
Other Authors: Moitra, Ankur
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/156785