Generative Exponential Smoothing and Generative ARMA Models to Forecast Time-Variant Rates or Probabilities

This chapter presents several types of novel generative forecasting models for time series that consists of rates based on exponential smoothing and ARMA techniques and exploit the fact that rates can be interpreted as a series of Bernoulli trials in a probabilistic framework.