655 citations
- Korea Electric Power Corporation (South Korea)KR8 papers
- University of CambridgeGB8 papers
- Centre National de la Recherche ScientifiqueFR7 papers
- Imperial College LondonGB7 papers
- Laboratoire de Physique des 2 Infinis Irène Joliot-CurieFR7 papers
- Centre de physique des particules de MarseilleFR6 papers
- Stanford UniversityUS6 papers
- Massachusetts Institute of TechnologyUS5 papers
- Meta (Israel)IL5 papers
- The University of MelbourneAU5 papers
- University of OxfordGB5 papers
- Cornell UniversityUS4 papers
Showing 2015 · stat.MLShow all
3 papers · 2 filters
stat.ML2015★ 143 cited
Predictive Entropy Search for Multi-objective Bayesian Optimization
Daniel Hernández-Lobato, José Miguel Hernández-Lobato, Amar Shah +1
We present PESMO, a Bayesian method for identifying the Pareto set of multi-objective optimization problems, when the functions are expensive to evaluate. The central idea of PESMO…
stat.ML2015★ 58 cited
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation
Scott W. Linderman, Matthew J. Johnson, Ryan P. Adams
Many practical modeling problems involve discrete data that are best represented as draws from multinomial or categorical distributions. For example, nucleotides in a DNA sequence,…
stat.ML2015★ 184 cited
Spectral Representations for Convolutional Neural Networks
Oren Rippel, Jasper Snoek, Ryan P. Adams
Discrete Fourier transforms provide a significant speedup in the computation of convolutions in deep learning. In this work, we demonstrate that, beyond its advantages for efficien…