1 code implementation • ICML 2018 • Aaditya Ramdas, Tijana Zrnic, Martin Wainwright, Michael Jordan
However, unlike older methods, SAFFRON's threshold sequence is based on a novel estimate of the alpha fraction that it allocates to true null hypotheses.
no code implementations • 25 Jun 2014 • Nihar B. Shah, Sivaraman Balakrishnan, Joseph Bradley, Abhay Parekh, Kannan Ramchandran, Martin Wainwright
When eliciting judgements from humans for an unknown quantity, one often has the choice of making direct-scoring (cardinal) or comparative (ordinal) measurements.
no code implementations • 19 Sep 2012 • Yuchen Zhang, John C. Duchi, Martin Wainwright
We analyze two communication-efficient algorithms for distributed statistical optimization on large-scale data sets.
no code implementations • 12 May 2010 • John Duchi, Alekh Agarwal, Martin Wainwright
The goal of decentralized optimization over a network is to optimize a global objective formed by a sum of local (possibly nonsmooth) convex functions using only local computation and communication.