Smart PAC-learners
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Publication:2431423
DOI10.1016/J.TCS.2010.12.053zbMath1209.68283OpenAlexW2142738794MaRDI QIDQ2431423
Hans Ulrich Simon, Malte Darnstädt
Publication date: 14 April 2011
Published in: Theoretical Computer Science (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.tcs.2010.12.053
minimax theoremmachine learningsemi-supervised learningPAC-learninglearning under a fixed distributionsmart PAC-learnervalue of unlabeled data
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Cites Work
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- Learnability with respect to fixed distributions
- A general lower bound on the number of examples needed for learning
- The true sample complexity of active learning
- Agnostic active learning
- Learnability and the Vapnik-Chervonenkis dimension
- A discriminative model for semi-supervised learning
- Margin Based Active Learning
- Teaching Dimension and the Complexity of Active Learning
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