Conditionally Dependent Dirichlet Processes for Modelling Naturally Correlated Data Sources

@inproceedings{Phung2013ConditionallyDD,
  title={Conditionally Dependent Dirichlet Processes for Modelling Naturally Correlated Data Sources},
  author={Dinh Phung and XuanLong Nguyen and Hung H. Bui and Vu Nguyen and S. Venkatesh},
  year={2013}
}
We introduce a new class of conditionally dependent Dirichlet processes (CDP) for hierarchical mixture modelling of naturally correlated data sources. This class of models provides a Bayesian nonparametric approach for modelling a range of challenging datasets which typically consists of heterogeneous observations from multiple correlated data channels. Some typical examples include annotated social media, networks in community where information about friendship and relation coexist with user’s… CONTINUE READING