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A general agnostic active learning algorithm Claire Monteleoni UC San Diego

A general agnostic active learning algorithm Claire Monteleoni UC San Diego Joint work with Sanjoy Dasgupta and Daniel Hsu, UCSD. Active learning. Many machine learning applications, e.g. Image classification, object recognition Document/webpage classification Speech recognition

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164 views • 16 slides

Importance Weighted Active Learning

Importance Weighted Active Learning. by Alina Beygelzimer, Sanjoy Dasgupta and John Langford ( ICML 2009 ). Presented by Lingbo Li ECE, Duke University September 25, 2009. Outline. Introduction The Importance Weighting Skeleton Setting the rejection threshold Label Complexity

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251 views • 10 slides

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Label complexity - PowerPoint PPT Presentation

A general agnostic active learning algorithm Claire Monteleoni UC San Diego

Importance Weighted Active Learning