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stat.ML2015★ 29 cited
Efficient Learning by Directed Acyclic Graph For Resource Constrained Prediction
Joseph Wang, Kirill Trapeznikov, Venkatesh Saligrama
We study the problem of reducing test-time acquisition costs in classification systems. Our goal is to learn decision rules that adaptively select sensors for each example as neces…
stat.ML2015
Sensor Selection by Linear Programming
Joseph Wang, Kirill Trapeznikov, Venkatesh Saligrama
We learn sensor trees from training data to minimize sensor acquisition costs during test time. Our system adaptively selects sensors at each stage if necessary to make a confident…