5.2k citations · 7.8k across the 38 of their papers we have counts for
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stat.ML2014★ 44 cited
A Lower Bound for the Optimization of Finite Sums
Alekh Agarwal, Leon Bottou
This paper presents a lower bound for optimizing a finite sum of functions, where each function is -smooth and the sum is -strongly convex. We show that no algorithm can…
cs.AI2014★ 15 cited
ICE: Enabling Non-Experts to Build Models Interactively for Large-Scale Lopsided Problems
Patrice Simard, David Chickering, Aparna Lakshmiratan +7
Quick interaction between a human teacher and a learning machine presents numerous benefits and challenges when working with web-scale data. The human teacher guides the machine to…