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X-WR-CALDESC:FAU DCN-AvH. Chair for Dynamics, Control, Machine Learning and Numerics -Alexander von Humboldt Professorship
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DTSTART;TZID=Europe/Berlin:20220713T210000
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SUMMARY:Enrique Zuazua: 2022 W.T. and Idalia Reid Prize by SIAM
DESCRIPTION:Laureate: Prof. Dr. Enrique Zuazua\nAffiliation: Friedrich-Alexander-Universität Erlangen-Nürnberg (Germany)\nAward: Enrique Zuazua: 2022 W.T. and Idalia Reid Prize\nBy: SIAM – Society for Industrial and Applied Mathematics\nLocation: Room “Spirit of Pittsburgh A”. SIAMAN22, SIAM Annual Meeting. Pittsburgh, Pennsylvania (USA)\nBorn in Eibar “City of Science”, a magical land from Basque Country (Euskadi) in the north of Spain, our Head Prof. Enrique Zuazua will be awarded as 2022 W.T. and Idalia Reid Prize for fundamental theoretical and computational contributions to the Control, Numerics and Analysis of nonlinear PDEs and multi-physical systems with impactful scientific and industrial applications.\nEstablished by Idalia Reid in honor of her husband W. T. Reid and first awarded in 1994, the W. T. and Idalia Reid Prize in Mathematics is awarded annually in the broadly-defined areas of differential equations and control theory.\nThe prize will be presented by the President at the Prizes and Awards Lunch where Prof. Zuazua will talk on “Control and Machine Learning” on Wed. July 13, 2022 at the SIAMAN22, SIAM Annual Meeting at the David Lawrence Convention Center, Pittsburgh – Pennsylvania (USA):\nIn this lecture we shall present some recent results on the interplay between Control Theory and Machine Learning, and more precisely, Supervised Learning and Universal Approximation.We adopt the perspective of the simultaneous or ensemble control of systems of Residual Neural Networks (ResNets). Roughly, each item to be classified corresponds to a different initial datum for the Cauchy problem of the ResNet, leading to an ensemble of solutions to be driven to the corresponding targets, associated to the labels, by means of the same control.\nWe present a genuinely nonlinear and constructive method, allowing to show that such an ambitious goal can be achieved, estimating the complexity of the control strategies.\nThis property is rarely fulfilled by the classical dynamical systems in Mechanics and the very nonlinear nature of the activation function governing the ResNet dynamics plays a determinant role. It allows deforming half of the phase space while the other half remains invariant, a property that classical models in Mechanics do not fulfill.The turnpike property is also analyzed in this context, showing that a suitable choice of the cost functional used to train the ResNet leads to more stable and robust dynamics.\nThis lecture is inspired in joint work, among others, with Borjan Geshkovski (MIT), Carlos Esteve (Cambridge), Domènec Ruiz-Balet (IC, London) and Dario Pighin (Sherpa.ai).\nRegistration\nRegistration is mandatory to attend this event. Fees apply.\nCheck all the registration details at SIAMAN22 page.\nStandard Registration Rates (Virtual, June 14, 2022 through July 15, 2022)\nCongratulations to our Head Prof. Enrique Zuazua!\n|| Read the AN22 Prize Spotlight | Enrique Zuazua at SIAM’s website\n \nSelection Committee\n-Lorenz Biegler (Chair)\n-Alina Chertock, North Carolina State University\n-Jean-Michel Coron, Université Pierre Et Marie Curie\n-Robert Lipton, Louisiana State University\n-Helena J. Nussenzveig Lopes, Universidade Federal Do Rio De Janeiro\nThis event at SIAMAN22 program\nCheck the complete SIAMAN22 program\nSee SIAM’s official page of the award\nIf you like this, you don’t want to miss out our upcoming events!\n
URL:https://dcn.nat.fau.eu/events/enrique-zuazua-2022-w-t-and-idalia-reid-prize-by-siam/
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CATEGORIES:Award,EZuazua
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