Geocomputation is the process of applying computing technology to issues showing a geographical component. Here at EPFL, we put emphasis on the implementation of spatial analysis algorithms able to relate the location of large sets of located individuals or objects with their thematic attributes, introducing the use of high performance computing (HPC) infrastructure.