In this way, the new nonparametric extension will have the benefits of capturing the uncertainty regarding the number of mixture components that are characterized by a potentially infinite number of feature values.
to make this hybrid work, we have to devise a mechanism in which only a finite set of relevant feature values will be selected to explain each observation (i.e., event mention) in the HDP inference process.