Uncertainties in Signal Recovery from Heterogeneous and Convoluted Time Series with Principal Component Analysis

Mariia Legenkaia, Laurent Bourdieu, Rémi Monasson

Principal Component Analysis (PCA) is one of the most used tools for extracting low-dimensional representations of data, in particular for time series. Performances are known to st…