Isolated plumes of convecting heat, called mantle plumes, rise towards the surface, generating basaltic volcanoes that tend to erupt continuously.
A mantle plume is stationary, but the tectonic plate above moves slowly over it.
Over millennia, this produces a chain of volcanic islands, with extinct ones most distant from the plume's location.