Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis

David G. Clark, Jesse A. Livezey, Kristofer E. Bouchard

Linear dimensionality reduction methods are commonly used to extract low-dimensional structure from high-dimensional data. However, popular methods disregard temporal structure, re…