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cs.LG2014★ 10 cited
Tight Error Bounds for Structured Prediction
Amir Globerson, Tim Roughgarden, David Sontag +1
Structured prediction tasks in machine learning involve the simultaneous prediction of multiple labels. This is typically done by maximizing a score function on the space of labels…
cs.AI2014★ 3 cited
Lifted Tree-Reweighted Variational Inference
Hung Hai Bui, Tuyen N. Huynh, David Sontag
We analyze variational inference for highly symmetric graphical models such as those arising from first-order probabilistic models. We first show that for these graphical models, t…