activity
20032021
most citedEmbedding and Approximation Theorems for Echo State Networks

132 citations · 368 across the 13 of their papers we have counts for

collaborators

13 papers

math.DS2021

Novel Generic Models for Differentiating Stem Cells Reveal Oscillatory Mechanisms

Saeed Farjami, Karen Camargo Sosa, Jonathan H. P. Dawes +2

Understanding cell fate selection remains a central challenge in developmental biology. We present a class of simple yet biologically-motivated mathematical models for cell differe…

cs.LG2020★ 55 cited

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…

nlin.CD2019★ 132 cited

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…

q-bio.PE2017

Demographic noise slows down cycles of dominance

Qian Yang, Tim Rogers, Jonathan H P Dawes

We study the phenomenon of cyclic dominance in the paradigmatic Rock--Paper--Scissors model, as occurring in both stochastic individual-based models of finite populations and in th…

physics.soc-ph2016★ 4 cited

Constraints and Entropy in a Model of Network Evolution

Philip Tee, Ian Wakeman, George Parisis +2

Barabási-Albert's `Scale Free' model is the starting point for much of the accepted theory of the evolution of real world communication networks. Careful comparison of the theory w…

nlin.PS2013★ 26 cited

The Swift-Hohenberg equation with a nonlocal nonlinearity

David Morgan, Jonathan H. P. Dawes

It is well known that aspects of the formation of localised states in a one-dimensional Swift--Hohenberg equation can be described by Ginzburg--Landau-type envelope equations. This…