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Structured Regularization Summer School 2017

Institut Henri Poincaré via YouTube

Overview

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Explore advanced mathematical concepts in regularization theory through this comprehensive summer school lecture series from Institut Henri Poincaré. Delve into structured regularization techniques across 16 detailed sessions led by renowned experts including A. Hansen, A. Montanari, F. Bach, C. Fernandez-Granda, É. Chouzenoux, C. Boyer, and L. Rosasco. Master fundamental principles of regularization in inverse problems, statistical learning, and optimization through systematic four-part lecture sequences that build upon each other progressively. Examine cutting-edge research in compressed sensing, sparse recovery, convex optimization, and machine learning applications. Gain deep insights into mathematical foundations underlying modern data science and signal processing techniques. Learn from leading researchers as they present theoretical frameworks, practical algorithms, and real-world applications of structured regularization methods. Develop expertise in advanced mathematical tools essential for tackling high-dimensional data analysis, image reconstruction, and statistical inference problems in contemporary research and industry applications.

Syllabus

Structured Regularization Summer School - A.Hansen - 1/4 - 19/06/2017
Structured Regularization Summer School - A.Hansen - 2/4 - 19/06/2017
Structured Regularization Summer School - A.Hansen - 3/4 - 20/06/2017
Structured Regularization Summer School - A.Hansen - 4/4 - 20/06/2017
Structured Regularization Summer School - A. Montanari - 1/4 - 19/06/2017
Structured Regularization Summer School - A. Montanari - 2/4 - 20/06/2017
Structured Regularization Summer School - A. Montanari - 3/4 - 21/06/2017
Structured Regularization Summer School - A. Montanari - 4/4 - 22/06/2017
Structured Regularization Summer School - F. Bach - 19/06/2017
Structured Regularization Summer School - C. Fernandez-Granda - 20/06/2017
Structured Regularization Summer School - É. Chouzenoux - 21/06/2017
Structured Regularization Summer School - C. Boyer - 22/06/2017
Structured Regularization Summer School - L. Rosasco - 1/4 - 21/06/2017
Structured Regularization Summer School - L. Rosasco - 2/4 - 21/06/2017
Structured Regularization Summer School - L. Rosasco - 3/4 - 22/06/2017
Structured Regularization Summer School - L. Rosasco - 4/4 - 22/06/2017

Taught by

Institut Henri Poincaré

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