As it can be seen from this figure just considering the conditional entropy will result in a non-convex objective function whereas adding the entropy-stability term will make the objective function convex.
for the purpose of the evaluation, we show the results for estimating λ directly on the tran- it can be seen that the new unsuper-vised method results in the same performance as supervised adaptation in speech recognition task.