Search Results for author: Martin Wainwright

Found 4 papers, 1 papers with code

SAFFRON: an adaptive algorithm for online control of the false discovery rate

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.

When is it Better to Compare than to Score?

no code implementations25 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.

Comunication-Efficient Algorithms for Statistical Optimization

no code implementations19 Sep 2012 Yuchen Zhang, John C. Duchi, Martin Wainwright

We analyze two communication-efficient algorithms for distributed statistical optimization on large-scale data sets.

regression

Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling

no code implementations12 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.

Distributed Optimization

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