Rollage: Efficient Rolling Average Algorithm to Estimate ARMA Models for Big Time Series Data

Ali Eshragh, Glen Livingston, Thomas McCarthy McCann +1

We develop a new efficient algorithm for the analysis of large-scale time series data. We firstly define rolling averages, derive their analytical properties, and establish their a…