Dynamic batch mode active learning via L1 regularization

Shayok Chakraborty; Vineeth Balasubramanian; Sethuraman Panchanathan

Dynamic batch mode active learning via L1 regularization

Shayok Chakraborty, Vineeth Balasubramanian, Sethuraman Panchanathan

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

We propose a method for dynamic batch mode active learning where the batch size and selection criteria are integrated into a single formulation.

Original language	English (US)
Title of host publication	AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference
Pages	1764-1765
Number of pages	2
State	Published - 2011
Event	25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference, AAAI-11 / IAAI-11 - San Francisco, CA, United States Duration: Aug 7 2011 → Aug 11 2011

Publication series

Name	Proceedings of the National Conference on Artificial Intelligence
Volume	2

Other

Other	25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference, AAAI-11 / IAAI-11
Country/Territory	United States
City	San Francisco, CA
Period	8/7/11 → 8/11/11

ASJC Scopus subject areas

Software
Artificial Intelligence

Cite this

Chakraborty, S., Balasubramanian, V., & Panchanathan, S. (2011). Dynamic batch mode active learning via L1 regularization. In AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference (pp. 1764-1765). (Proceedings of the National Conference on Artificial Intelligence; Vol. 2).

Dynamic batch mode active learning via L1 regularization. / Chakraborty, Shayok; Balasubramanian, Vineeth; Panchanathan, Sethuraman.
AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference. 2011. p. 1764-1765 (Proceedings of the National Conference on Artificial Intelligence; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Chakraborty, S, Balasubramanian, V & Panchanathan, S 2011, Dynamic batch mode active learning via L1 regularization. in AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference. Proceedings of the National Conference on Artificial Intelligence, vol. 2, pp. 1764-1765, 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference, AAAI-11 / IAAI-11, San Francisco, CA, United States, 8/7/11.

Chakraborty, Shayok ; Balasubramanian, Vineeth ; Panchanathan, Sethuraman. / Dynamic batch mode active learning via L1 regularization. AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference. 2011. pp. 1764-1765 (Proceedings of the National Conference on Artificial Intelligence).

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Dynamic batch mode active learning via L1 regularization

Abstract

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Other

ASJC Scopus subject areas

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