Craig A. Knoblock

SPADE: A Semi-supervised Probabilistic Approach for Detecting Errors in Tables

Error detection is one of the most important steps in data cleaning and usually requires extensive human interaction to ensure quality. Existing supervised methods in error detection require a significant amount of training data while unsupervised methods rely on fixed inductive biases, which are us…