(Thesis) Reservoir Computing With Dynamical Systems

Autor: Hart, Allen G

A reservoir computer is a special type of neural network, where most of the weights are randomly fixed and only a subset are trained. In this thesis we prove results about reservoir computers trained on deterministic dynamical systems, and stochastic

Externí odkaz: http://arxiv.org/abs/2111.14226

A hidden Markov model for describing turbostratic disorder applied to carbon blacks and graphene

Autor: Hart, A G, Hansen, T C, Kuhs, W F

Publikováno v: May 2019 Acta Crystallographica Section A: Foundations and Advances 75(3) A75, 501-516

We present a mathematical framework to represent turbostratic disorder in materials like carbon blacks, smectites, and twisted $n$-layer graphene. In particular, the set of all possible disordered layers, including rotated, shifted, and curved layers

Externí odkaz: http://arxiv.org/abs/2102.08421

Using Echo State Networks to Approximate Value Functions for Control

Autor: Hart, Allen G., Olding, Kevin R., Cox, A. M. G., Isupova, Olga, Dawes, J. H. P.

An Echo State Network (ESN) is a type of single-layer recurrent neural network with randomly-chosen internal weights and a trainable output layer. We prove under mild conditions that a sufficiently large Echo State Network can approximate the value f

Externí odkaz: http://arxiv.org/abs/2102.06258

Predator-Proofing Avian Nestboxes: A Review of Interventions, Opportunities, and Challenges.

Autor: Marcus, Joseph M.¹ (AUTHOR), Hart, Adam G.¹ (AUTHOR), Goodenough, Anne E.¹ (AUTHOR) aegoodenough@glos.ac.uk

Publikováno v: Birds (2673-6004). Mar2024, Vol. 5 Issue 1, p1-23. 23p.

Effects of oral anticoagulation in people with atrial fibrillation after spontaneous intracranial haemorrhage (COCROACH): prospective, individual participant data meta-analysis of randomised trials

Autor: Klug, Didier, Casolla, Barbara, Puy, Laurent, Coffee, Morgane, Kuchcinski, Grégory, Labreuche, Julien, van Nieuwenhuizen, Koen M., Algra, Ale, van Gelder, Isabelle C., Kappelle, L. Jaap, Rinkel, Gabriel J.E., Schutgens, Roger E.G., Khatri, Pooja, Conwit, Robin, Falcone, Guido, Elm, Jordan, Anderson, Craig S., Song, Lili, Pandian, Jeyaraj, Hart, Robert G., Sharma, Mukul, Aref, Hany, Tarhuni, Wadea, Fabregas, Joan Marti, Diener, Hans-Christoph, Endres, Matthias, Lemmens, Robin, Kwon, Sun U., Lee, Byung-Chul, Ameriso, Sebastian, Milling, Truman J., Kasner, Scott E., Mikulik, Robert, Xavier, Denis, Beer, Ronny, Toni, Danilo, Eckstein, Jens, Seiffge, David, Ferro, Jose M., Tsivgoulis, Georgios, Sharma, Sanjib K., Wei-Liou, Chia, Hohnloser, Stefan H., Katsanos, Aristeidis, Bosch, Jackie, Healey, Jeff, Eikelboom, John, Khaw, Alexander, Gladstone, David, Pikula, Aleksandra, Coutts, Shelagh, Smith, Eric E., Butcher, Ken, Field, Thalia, Gioia, Laura, Stapf, Christian, Halse, Omid, Ringleb, Peter, Enzinger, Christian, Sibon, Igor, Montaner, Joan, Caso, Valeria, Heuschmann, Peter, Lip, Gregory Y.H., Haefeli, Walter, Debette, Stefanie, Dennis, Martin S., Wyller, Torgeir Bruun, Rønning, Ole M., Eilertsen, Helle, Ihle-Hansen, Hege, Sandset, Else Charlotte, Pennlert, Johanna, Glader, Eva-Lotta, Kruuse, Christina, Wester, Per, Carlsson, Maria, Forfang, Elisabeth, Al-Shahi Salman, Rustam ^*, Stephen, Jacqueline, Tierney, Jayne F, Lewis, Steff C, Newby, David E, Parry-Jones, Adrian R, White, Philip M, Connolly, Stuart J, Benavente, Oscar R, Dowlatshahi, Dar, Cordonnier, Charlotte, Viscoli, Catherine M, Sheth, Kevin N, Kamel, Hooman, Veltkamp, Roland, Larsen, Kristin T, Hofmeijer, Jeannette, Kerkhoff, Henk, Schreuder, Floris H B M, Shoamanesh, Ashkan ^*, Klijn, Catharina J M ^*, van der Worp, H Bart ^*

Publikováno v: In The Lancet Neurology December 2023 22(12):1140-1149