Structure Learning via Parameter Learning

@inproceedings{Wang2014StructureLV,
  title={Structure Learning via Parameter Learning},
  author={William Yang Wang and Kathryn Mazaitis and William W. Cohen},
  booktitle={CIKM},
  year={2014}
}
A key challenge in information and knowledge management is to automatically discover the underlying structures and patterns from large collections of extracted information. This paper presents a novel structure-learning method for a new, scalable probabilistic logic called ProPPR. Our approach builds on the recent success of meta-interpretive learning methods in Inductive Logic Programming (ILP), and we further extends it to a framework that enables robust and efficient structure learning of… CONTINUE READING
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