86 citations · 471 across the 33 of their papers we have counts for
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cs.LG2012★ 3 cited
Submodularity in Batch Active Learning and Survey Problems on Gaussian Random Fields
Yifei Ma, Roman Garnett, Jeff Schneider
Many real-world datasets can be represented in the form of a graph whose edge weights designate similarities between instances. A discrete Gaussian random field (GRF) model is a fi…
cs.LG2012★ 33 cited
Bayesian Optimal Active Search and Surveying
Roman Garnett, Yamuna Krishnamurthy, Xuehan Xiong +2
We consider two active binary-classification problems with atypical objectives. In the first, active search, our goal is to actively uncover as many members of a given class as pos…