Outlier Impact Characterization for Time Series Data
Outlier Impact Characterization for Time Series Data
For time series data, certain types of outliers are intrinsically more harmful for parameter estimation and future predictions than others, irrespective of their frequency. In this paper, for the first time, we study the characteristics of such outliers through the lens of the influence functional from robust statistics. In particular, …