A Hopfield model with transverse fields that induce tunneling among ne
urons is presented. A set of equations for the order parameters descri
bing retrieval and spin glass phases of Hopfield model in a transverse
field are obtained without using the tedious replica method, and the
memory storage capacity of networks is analysed as a function of the t
emperature and transverse field.