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stat.ML2016★ 3 cited
Extreme Stochastic Variational Inference: Distributed and Asynchronous
Jiong Zhang, Parameswaran Raman, Shihao Ji +3
Stochastic variational inference (SVI), the state-of-the-art algorithm for scaling variational inference to large-datasets, is inherently serial. Moreover, it requires the paramete…
stat.ML2014★ 3 cited
Ranking via Robust Binary Classification and Parallel Parameter Estimation in Large-Scale Data
Hyokun Yun, Parameswaran Raman, S. V. N. Vishwanathan
We propose RoBiRank, a ranking algorithm that is motivated by observing a close connection between evaluation metrics for learning to rank and loss functions for robust classificat…