Employing local modeling in machine learning based methods for time-series prediction
Propose a local modeling strategy for time series prediction. Consider the trend of a time series by the use of hybrid distance. Proper lags are selected by the use of mutual information. Develop algorithms to extract training patterns from historical data. Show the effectiveness of local modeling by experiments on real-world datasets.
local modeling machine learning time series prediction mutual information nearest neighbors