The ultimate goal of an ASR system is to find the Posterior: what is the most likely sequence of words given the audio you just heard?
Using Bayes' Theorem, we can flip this complicated problem into two simpler pieces:
Because the actual audio recording doesn't change while the system is guessing different words, we can ignore the denominator (the probability of the audio). This leaves us with the fundamental equation of traditional ASR:
Posterior