Modelling and forecasting electricity load using lasso methods

We present a multivariate time series model to hourly German electricity load. We incorporate the influence of neighbouring countries, temperature, public holidays and the clock change in our non-linear conditionally heteroscedastic model. The considered model can be regarded as a time-varying threshold ARMA-GARCH process. A fast iterative lasso based algorithm is used for the parameter estimation.