Journal of Machine Learning Research · 2010 · 204 citations · 0 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingBayesian InferenceBayesian LearningLanguage ModelingLanguage ModelsLatent Variable ModelsUnsupervised LearningBayesian RegularizationComputational EfficiencyConditional DistributionsPosterior MomentsPrior RegularizationRegularizationStructural ConstraintsWord Alignment
We present posterior regularization, a probabilistic framework for structured, weakly supervised learning. Our framework efficiently incorporates indirect supervision via constraints on posterior d...