Calculating the upper and lower bounds on the capacity of two modified Hebbian trained Hopfield networks

A simple mathematical technique to evaluate the performance in terms of capacity of two versions of the Hopfield network is demonstrated. The calculated performance is compared with values derived from simulation. An important feature of the analysis is that it can be easily extended to other Hebbian trained associative memories.