Uncertainty Sampling for Supervised Learning: A Logarithmic Lunch? – David D. Lewis (AT&T Labs – Research)
Abstract Random sampling is often used to choose training data for language processing tasks such as text retrieval, email filtering, parsing, tagging, etc. We propose an alternative approach of labeling data, training the system, and[…]