Exploring the Frontier of Uncertainty Space

Rong Hu

doi:10.21427/d7zs4b

Exploring the Frontier of Uncertainty Space

Rong Hu

Research output: Contribution to conference › Paper › peer-review

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.

Original language	English
DOIs	https://doi.org/10.21427/d7zs4b
Publication status	Published - 2010
Event	AISTATS 2010 Active Learning and Experimental Design Workshop - Sardinia, Italy Duration: 16 May 2010 → 16 May 2010

Conference

Conference	AISTATS 2010 Active Learning and Experimental Design Workshop
Country/Territory	Italy
City	Sardinia
Period	16/05/10 → 16/05/10

Keywords

active learning
uncertainty sampling
exploration
exploitation
real-life datasets
2010 Active Learning Challenge

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10.21427/d7zs4bLicence: CC BY-NC-SA

Cite this

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title = "Exploring the Frontier of Uncertainty Space",

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.",

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author = "Rong Hu",

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KW - active learning

KW - uncertainty sampling

KW - exploration

KW - exploitation

KW - real-life datasets

KW - 2010 Active Learning Challenge

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DO - 10.21427/d7zs4b

M3 - Paper

T2 - AISTATS 2010 Active Learning and Experimental Design Workshop

Y2 - 16 May 2010 through 16 May 2010

ER -

Exploring the Frontier of Uncertainty Space

Abstract

Conference

Keywords

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