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math.ST2016★ 1 cited
Sparse Accelerated Exponential Weights
Pierre Gaillard, Olivier Wintenberger
We consider the stochastic optimization problem where a convex function is minimized observing recursively the gradients. We introduce SAEW, a new procedure that accelerates expone…
math.ST2014★ 1 cited
A consistent deterministic regression tree for non-parametric prediction of time series
Pierre Gaillard, Paul Baudin
We study online prediction of bounded stationary ergodic processes. To do so, we consider the setting of prediction of individual sequences and build a deterministic regression tre…