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stat.ML2016★ 6 cited
Estimation from Indirect Supervision with Linear Moments
Aditi Raghunathan, Roy Frostig, John Duchi +1
In structured prediction problems where we have indirect supervision of the output, maximum marginal likelihood faces two computational obstacles: non-convexity of the objective an…
stat.ML2014★ 30 cited
Competing with the Empirical Risk Minimizer in a Single Pass
Roy Frostig, Rong Ge, Sham M. Kakade +1
In many estimation problems, e.g. linear and logistic regression, we wish to minimize an unknown objective given only unbiased samples of the objective function. Furthermore, we ai…