A survey on active learning strategy

Active learning is a hot topic in machine learning field. The main task of active learning is to automatically select the representative instances for efficiently reducing the sample complexity. This paper presents a brief survey of active learning regarding selection methods, query strategies, appl...

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Published in2010 International Conference on Machine Learning and Cybernetics Vol. 1; pp. 161 - 166
Main Authors Li-Li Sun, Xi-Zhao Wang
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.07.2010
Subjects
Active learning
Classification algorithms
Complexity theory
Learning systems
Machine learning
Query strategy
Selective sampling
Support vector machines
Training
Uncertainty
Online AccessGet full text
ISBN9781424465262
1424465265
ISSN2160-133X
DOI10.1109/ICMLC.2010.5581075

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Abstract Active learning is a hot topic in machine learning field. The main task of active learning is to automatically select the representative instances for efficiently reducing the sample complexity. This paper presents a brief survey of active learning regarding selection methods, query strategies, applications and other related works.
AbstractList Active learning is a hot topic in machine learning field. The main task of active learning is to automatically select the representative instances for efficiently reducing the sample complexity. This paper presents a brief survey of active learning regarding selection methods, query strategies, applications and other related works.
Author Li-Li Sun
Xi-Zhao Wang
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  surname: Xi-Zhao Wang
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  organization: Key Lab. of Machine Learning & Comput. Intell., Hebei Univ., Baoding, China
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Snippet Active learning is a hot topic in machine learning field. The main task of active learning is to automatically select the representative instances for...
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StartPage 161
SubjectTerms Active learning
Classification algorithms
Complexity theory
Learning systems
Machine learning
Query strategy
Selective sampling
Support vector machines
Training
Uncertainty
Title A survey on active learning strategy
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