The three-site antiferromagnetic Ising model on Husimi tree is investi
gated in an external magnetic field. The full bifurcation diagram, inc
luding chaos, of the magnetization is exhibited. With the ''thermodyna
mic formalism'', we investigate the antiferromagnetic Ising model in t
he case of fully developed chaos and describe the chaotic properties o
f this statistical mechanical system via the invariants characterizing
a strange attractor. It is shown that this system displays in the cha
otic region a phase transition at a positive ''temperature'' whereas i
n a class of maps close to x --> 4x(1-x), the phase transitions occur
at negative ''temperatures''. The Frobenius-Perron recursion equation
is numerically solved and the density of the invariant measure is obta
ined.