Document Type

Conference Paper

Rights

Available under a Creative Commons Attribution Non-Commercial Share Alike 4.0 International Licence

Disciplines

Computer Sciences

Publication Details

AISTATS 2010 Active Learning and Experimental Design Workshop Poster Highlight Papers.

Sardinia, Italy, 16 May.

Abstract

We aim to investigate methods balancing exploitation with exploration in active learning to improve the performance of uncertainty sampling. Two exploration guided sampling methods are compared to uncertainty sampling on various real-life datasets from the 2010 Active Learning Challenge. Our initial experiments seems to indicate that combining exploration with uncertainty sampling improves performance on certain datasets but not all.

DOI

https://doi.org/10.21427/D7ZS4B

Funder

Science Foundation Ireland Science Foundation Ireland,Grant No. 07/RFP/CMSF718.

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