Decomposition genetic programming: An extensive evaluation on rainfall prediction in the context of weather derivatives.

•An extensive evaluation of a novel genetic decomposition algorithm on rainfall derivatives.•The decomposition algorithm is compared to 7 machine learning techniques.•Algorithm tested over 42 different cities from Europe and the USA.•The genetic decomposition algorithm is able to significantly outperform all other techniques.•Additional analysis on algorithmic performance across different climates.