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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,…
cs.LG2020
Echo State Networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems
Allen G Hart, James L Hook, Jonathan H P Dawes
Echo State Networks (ESNs) are a class of single-layer recurrent neural networks with randomly generated internal weights, and a single layer of tuneable outer weights, which are u…