9.4k citations · 16.5k across the 107 of their papers we have counts for
Showing 2013Show all
3 papers · 1 filter
stat.ML2013★ 11 cited
A Kernel for Hierarchical Parameter Spaces
Frank Hutter, Michael A. Osborne
We define a family of kernels for mixed continuous/discrete hierarchical parameter spaces and show that they are positive definite.
cs.AI2013
Bayesian Optimization With Censored Response Data
Frank Hutter, Holger Hoos, Kevin Leyton-Brown
Bayesian optimization (BO) aims to minimize a given blackbox function using a model that is updated whenever new evidence about the function becomes available. Here, we address the…
stat.ML2013★ 15 cited
Bayesian Optimization in a Billion Dimensions via Random Embeddings
Ziyu Wang, Frank Hutter, Masrour Zoghi +2
Bayesian optimization techniques have been successfully applied to robotics, planning, sensor placement, recommendation, advertising, intelligent user interfaces and automatic algo…