As can be seen from the confusion matrices shown in Figure 4, DAH-CRF+LDA utt gives improvement over SAH-CRF for all the four DA classes of DyDA.
directives and Commissive achieve higher improvement margin compared to the other two classes, where the improvement are largely attributed to less number of instances of the directives and Commissive classes being mis-classified into Inform and Questions.