Boosting. LING 572 Fei Xia 02/01/06. Outline. Basic concepts Theoretical validity Case study: POS tagging Summary. Basic concepts. Overview of boosting. Introduced by Schapire and Freund in 1990s. “Boosting”: convert a weak learning algorithm into a strong one.

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