DROP: Dimensionality Reduction Optimization for Time Series

Sahaana Suri, Peter Bailis

Dimensionality reduction is a critical step in scaling machine learning pipelines. Principal component analysis (PCA) is a standard tool for dimensionality reduction, but performin…