2 citations · 2 across the 1 of their papers we have counts for
3 papers
stat.ML2020★ 2 cited
Bayesian Screening: Multi-test Bayesian Optimization Applied to in silico Material Screening
James Hook, Calum Hand, Emma Whitfield
We present new multi-test Bayesian optimization models and algorithms for use in large scale material screening applications. Our screening problems are designed around two tests,…
nlin.CD2019
Embedding and Approximation Theorems for Echo State Networks
Allen G Hart, James L Hook, Jonathan H P Dawes
Echo State Networks (ESNs) are a class of single layer recurrent neural networks that have enjoyed recent attention. In this paper we prove that a suitable ESN, trained on a series…
cs.LG2018
Latitude: A Model for Mixed Linear-Tropical Matrix Factorization
Sanjar Karaev, James Hook, Pauli Miettinen
Nonnegative matrix factorization (NMF) is one of the most frequently-used matrix factorization models in data analysis. A significant reason to the popularity of NMF is its interpr…