Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification
Poster ID: M3 Doug Downey and Oren Etzioni

Classification without any hand-labeled examples?

Semi-supervised Monotonic Features Labeled & unlabeled data Only unlabeled data, and P(class | x1) monotonic Widely applicable problem structure
PAC Learn from unlabeled data alone In Document Classification, worth 160 "free" training examples

Supervised Labeled data