68 citations · 163 across the 18 of their papers we have counts for
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cs.LG2015★ 1 cited
Data Driven Resource Allocation for Distributed Learning
Travis Dick, Mu Li, Venkata Krishna Pillutla +3
In distributed machine learning, data is dispatched to multiple machines for processing. Motivated by the fact that similar data points often belong to the same or similar classes,…
cs.LG2015
Label Efficient Learning by Exploiting Multi-class Output Codes
Maria Florina Balcan, Travis Dick, Yishay Mansour
We present a new perspective on the popular multi-class algorithmic techniques of one-vs-all and error correcting output codes. Rather than studying the behavior of these technique…