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In this paper, we focus on obtaining an accurate classifier in active learning, when there are multiple noisy oracles with different and unknown levels of expertise to provide labels for selected instances. We propose a probabilistic model of active learning with multiple noisy oracles (PMActive). Our goal is formulized as to select the most reliable oracle and estimate the actual label on training...
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