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stat.ML2016★ 4 cited
Monte Carlo Structured SVI for Two-Level Non-Conjugate Models
Rishit Sheth, Roni Khardon
The stochastic variational inference (SVI) paradigm, which combines variational inference, natural gradients, and stochastic updates, was recently proposed for large-scale data ana…
stat.ML2013★ 9 cited
Online Learning with Pairwise Loss Functions
Yuyang Wang, Roni Khardon, Dmitry Pechyony +1
Efficient online learning with pairwise loss functions is a crucial component in building large-scale learning system that maximizes the area under the Receiver Operator Characteri…