How to check Artificial Neural Network results not due to chance

I fully understand the theory behind an ANN (in this case, feed forward with back propagation). As the network learns, the weights are adjusted accordingly in order to give the correct results. However, due to the stochastic element involved i.e using random weights to initialise the network, how can I check that the the results produced are not just due to chance / pure coincidence?