163 citations
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Showing cs.LGShow all
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cs.LG2009★ 73 cited
Search-based Structured Prediction
Hal Daumé, John Langford, Daniel Marcu
We present Searn, an algorithm for integrating search and learning to solve complex structured prediction problems such as those that occur in natural language, speech, computation…
cs.LG2008★ 12 cited
Importance Weighted Active Learning
Alina Beygelzimer, Sanjoy Dasgupta, John Langford
We present a practical and statistically consistent scheme for actively learning binary classifiers under general loss functions. Our algorithm uses importance weighting to correct…