2 papers
cs.AI2018
New Results on Multi-Step Traffic Flow Prediction
Arief Koesdwiady, Fakhri Karray
In its simplest form, the traffic flow prediction problem is restricted to predicting a single time-step into the future. Multi-step traffic flow prediction extends this set-up to…
cs.LG2018
SAFE: Spectral Evolution Analysis Feature Extraction for Non-Stationary Time Series Prediction
Arief Koesdwiady, Fakhri Karray
This paper presents a practical approach for detecting non-stationarity in time series prediction. This method is called SAFE and works by monitoring the evolution of the spectral…