  This technical report constructs a theoretical framework to relate standard
Taylor approximation based optimisation methods with Natural Gradient (NG), a
method which is Fisher efficient with probabilistic models. Such a framework
will be shown to also provide mathematical justification to combine higher
order methods with the method of NG.
