 At any given level formula_6 in the LHMM a sequence of formula_7 observation symbols 
formula_8 can be used to classify the input into one of formula_9 classes, where each class corresponds to each of the formula_9 HMMs at level formula_6.This classification can then be used to generate a new observation for the level formula_12 HMMs.At the lowest layer, i.e.