Embedded Bayesian Network Classifiers

no code implementations • 22 Oct 2019 • David Heckerman, Chris Meek

Also, we show how to identify a non-redundant set of parameters for an EBNC, and describe an asymptotic approximation for learning the structure of Bayesian networks that contain EBNCs.

The Value of Semantic Parse Labeling for Knowledge Base Question Answering

no code implementations • ACL 2016 • Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh

Knowledge Base Question Answering Semantic Parsing

Exact inference and learning for cumulative distribution functions on loopy graphs

no code implementations • NeurIPS 2010 • Nebojsa Jojic, Chris Meek, Jim C. Huang

We compare the performance of the resulting algorithm to Mathematica and D*, and we apply our method to learning models for rainfall and H1N1 data, where we show that CDNs with cycles are able to provide a significantly better fits to the data as compared to tree-structured and unstructured CDNs and other heavy-tailed multivariate distributions such as the multivariate copula and logistic models.

Epidemiology