Sparse grids, as studied by Zenger and Griebel in the last 10 years have been very successful in the solution of partial differential equations, integral equations and classification problems. Adaptive sparse grid functions are elements of a function space lattice. It is seen that such lattices allow the generalisation of sparse grid techniques to the fitting of very high-dimensional functions ...