Dynamic Batch Mode Active Learning via L1 Regularization

March 8, 2023

Abstract:

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

Authors

Shayok Chakraborty

Arizona State University

Vineeth Balasubramanian

Arizona State University

Sethuraman Panchanathan

Arizona State University

DOI:

10.1609/aaai.v25i1.8042

HOW TO CITE:

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan Dynamic Batch Mode Active Learning via L1 Regularization Proceedings of the AAAI Conference on Artificial Intelligence, 25 (2011) 1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan Dynamic Batch Mode Active Learning via L1 Regularization AAAI 2011, 1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan (2011). Dynamic Batch Mode Active Learning via L1 Regularization. Proceedings of the AAAI Conference on Artificial Intelligence, 25, 1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan. Dynamic Batch Mode Active Learning via L1 Regularization. Proceedings of the AAAI Conference on Artificial Intelligence, 25 2011 p.1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan. 2011. Dynamic Batch Mode Active Learning via L1 Regularization. "Proceedings of the AAAI Conference on Artificial Intelligence, 25". 1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan. (2011) "Dynamic Batch Mode Active Learning via L1 Regularization", Proceedings of the AAAI Conference on Artificial Intelligence, 25, p.1764

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan, "Dynamic Batch Mode Active Learning via L1 Regularization", AAAI, p.1764, 2011.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan. "Dynamic Batch Mode Active Learning via L1 Regularization". Proceedings of the AAAI Conference on Artificial Intelligence, 25, 2011, p.1764.

Shayok Chakraborty|| Vineeth Balasubramanian|| Sethuraman Panchanathan. Dynamic Batch Mode Active Learning via L1 Regularization. AAAI[Internet]. 2011[cited 2023]; 1764.

ISSN: 2374-3468

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