Researcher profile

Jonathan Scarlett

2 papers in the PaperMetrix corpus

Publications

Papers by this author

High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups

2018 · arXiv (Cornell University)

Bayesian optimization (BO) is a popular technique for sequential black-box function optimization, with applications including parameter tuning, robotics, environmental monitoring, and more. One of the most important challenges in BO is the development of algorithms …
Lower Bounds on Active Learning for Graphical Model Selection

2017 · Infoscience (Ecole Polytechnique Fédérale de Lausanne)

We consider the problem of estimating the underlying graph associated with a Markov random field, with the added twist that the decoding algorithm can iteratively choose which subsets of nodes to sample based on the …