We consider the nearest-neighbor Ising model in thermal equilibrium on
a network with no required regularity or symmetry properties. Both co
upling strengths and external fields are site-dependent. The objective
is to describe this system in terms of a free energy magnetization fu
nctional whose conjugate variables are the external fields. For simply
connected networks, this inverse problem has a local structure. On ge
neralizing to loops, the local structure remains if the description is
expanded in an overcomplete fashion to include a collective amplitude
with respect to which the free energy is stationary. For more complex
connectivity, a superbond representation is developed in terms of whi
ch the system can be described by a combined auxiliary set of branch a
nd node collective variables.