Using Graphs of Classifiers to Impose Declarative Constraints on Semi-supervised Learning

@inproceedings{Bing2017UsingGO,
  title={Using Graphs of Classifiers to Impose Declarative Constraints on Semi-supervised Learning},
  author={Lidong Bing and William W. Cohen and Bhuwan Dhingra},
  booktitle={IJCAI},
  year={2017}
}
  • Lidong Bing, William W. Cohen, Bhuwan Dhingra
  • Published in IJCAI 2017
  • Computer Science, Mathematics
  • We propose a general approach to modeling semi-supervised learning (SSL) algorithms. Specifically, we present a declarative language for modeling both traditional supervised classification tasks and many SSL heuristics, including both well-known heuristics such as co-training and novel domain-specific heuristics. In addition to representing individual SSL heuristics, we show that multiple heuristics can be automatically combined using Bayesian optimization methods. We experiment with two… CONTINUE READING

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