Reward Function: The reward function reflects the lecturers' preferences on summaries and is derived through linear regression analysis of a dataset containing lecturer constructed summaries and ratings of randomly generated summaries.
it is the following cumulative multivariate function: where X = {x 1 , x 2 , ..., x n } describes the combinations of the data trends observed in the timeseries data and a particular template.