LMS/ICMS Symposium: Analytic and Geometric Approaches to Machine Leaning
26 – 30 July 2021, participation via Zoom
As we enter the age of data, we have seen the birth of machine learning methods to a diverse range of applications, including computer vision, classification/clustering, regression, data mining and prediction.
Machine learning has been remarkably successful in applications but our theoretical understanding of many machine learning algorithms is still missing. This has led to an increasing appetite for the mathematical analysis of machine learning algorithms. Particularly exciting is the potential for methods from applied mathematics, probability theory, and statistics to contribute to machine learning theory.
The aim of the workshop is to bring together researchers that apply mathematical methodology to machine learning. We particularly want to emphasise how mathematical theory can inform applications and vice versa.
This virtual workshop is the first of two workshops on this topic. The second will be an in-person workshop to be held at the University of Bath, in December 2021. In this first workshop, invited speakers are encouraged to present open problems and explore interesting directions for potential research as part of their talk. The schedule allows participants time to initiate conversations and collaborations that can be developed at the winter workshop.
To register for this event click here. Participation in this event is free.
The current list of confirmed speakers is listed below.
|Andres Almansa||Paris Descartes|
|Coloma Ballester||Universitat Pompeu Fabra|
|Andrea Bertozzi||University of California, Los Angeles|
|Christoph Brune||Universiteit Twente|
|Jeff Calder||University of Minnesota|
|Daniel Cremers||Technische Universität München|
|Matthias Ehrhardt||University of Bath|
|Abderrahim Elmoataz||Université de Caen Normandie|
|Cristina Garcia-Cardona||Los Alamos National Laboratory|
|Yury Korolev||University of Cambridge|
|Jonas Latz||University of Cambridge|
|Youssef Marzouk||Massachusetts Institute of Technology|
|Pablo Muse||Universidad de la República de Uruguay|
|Omiros Papaspiliopoulos||Universitat Pompeu Fabra|
|Mathew Penrose||University of Bath|
|Philipp Petersen||University of Vienna|
|Johannes Schmidt-Hieber||Universiteit Twente|
|Bernhard Schmitzer||University of Göttingen|
|Yves van Gennip||TU Delft|
|Kostas Zygalakis||University of Edinburgh|