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stat.ML2013★ 22 cited
Inferring ground truth from multi-annotator ordinal data: a probabilistic approach
Balaji Lakshminarayanan, Yee Whye Teh
A popular approach for large scale data annotation tasks is crowdsourcing, wherein each data point is labeled by multiple noisy annotators. We consider the problem of inferring gro…
stat.ML2013★ 15 cited
Top-down particle filtering for Bayesian decision trees
Balaji Lakshminarayanan, Daniel M. Roy, Yee Whye Teh
Decision tree learning is a popular approach for classification and regression in machine learning and statistics, and Bayesian formulations---which introduce a prior distribution…