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	Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011
Publisher	AAAI press
Pages	1764-1765
Number of pages	2
ISBN (Electronic)	9781577355083
State	Published - Aug 11 2011
Externally published	Yes
Event	25th AAAI Conference on Artificial Intelligence, AAAI 2011 - San Francisco, United States Duration: Aug 7 2011 → Aug 11 2011

Publication series

Name	Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011

Conference

Conference	25th AAAI Conference on Artificial Intelligence, AAAI 2011
Country/Territory	United States
City	San Francisco
Period	8/7/11 → 8/11/11

ASJC Scopus subject areas

Artificial Intelligence

Cite this

Dynamic Batch Mode Active Learning via L1 Regularization. / Chakraborty, Shayok; Balasubramanian, Vineeth; Panchanathan, Sethuraman.
Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011. AAAI press, 2011. p. 1764-1765 (Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011).

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 Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011. Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011, AAAI press, pp. 1764-1765, 25th AAAI Conference on Artificial Intelligence, AAAI 2011, San Francisco, United States, 8/7/11.

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author = "Shayok Chakraborty and Vineeth Balasubramanian and Sethuraman Panchanathan",

note = "Publisher Copyright: Copyright {\textcopyright} 2011, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved.; 25th AAAI Conference on Artificial Intelligence, AAAI 2011 ; Conference date: 07-08-2011 Through 11-08-2011",

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M3 - Conference contribution

T3 - Proceedings of the 25th AAAI Conference on Artificial Intelligence, AAAI 2011

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T2 - 25th AAAI Conference on Artificial Intelligence, AAAI 2011

Y2 - 7 August 2011 through 11 August 2011

ER -

Dynamic Batch Mode Active Learning via L1 Regularization

Abstract

Publication series

Conference

ASJC Scopus subject areas

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Cite this