Active Learning Algorithm

An active learning algorithm is a supervised learning algorithm that can solve an active learning task (that allows more than one round of labeling).

• Context:
  • It can be implemented into an Active Learning System.
• See: Machine Learning

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References

• http://en.wikipedia.org/wiki/Active_learning

2009

• (Settles, 2009) ⇒ Burr Settles. (2008). "Active Learning Literature Survey." Computer Sciences Technical Report 1648, University of Wisconsin-Madison. 2009.
  • An introduction to active learning and a survey of the literature. This paper outlines the various learning scenarios, query strategy frameworks, variants, application domains, and related work published over the past few decades.

2008

• (Settles, 2008) ⇒ Burr Settles. (2008). "Curious Machines: Active Learning with Structured Instances." PhD.

2001

• (Tang & al, 2001) ⇒ Min Tang, Xiaoqiang Luo, and Salim Roukos. (2001). "Active Learning for Statistical Natural Language Parsing." In: Proceedings of the 40th Annual Meeting on Association for Computational Linguistics (ACL 2001)

1997

• (Freund & al, 1997) ⇒ Yoav Freund, Sebastian H. Seung, Eli Shamir, and Naftali Tishby (1997). "Selective Sampling Using the Query by Committee Algorithm." In: Machine Learning, 28.

1994

• (Cohn & al, 1994) ⇒ David Cohn, Les Atlas, and Richard Ladner. (1994). "Improving Generalization with Active Learning." In: Machine Learning, 15(2). doi:10.1023/A:1022673506211

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