Matthias Grossglauser

EPFL IC IINFCOM INDY1
INF 015 (Bâtiment INF)
Station 14
1015 Lausanne

Web site:  Web site:  https://indy.epfl.ch/

EPFL IC IINFCOM INDY1
INF 015 (Bâtiment INF)
Station 14
1015 Lausanne

Web site:  Web site:  https://ssc.epfl.ch

EPFL IC IINFCOM INDY1
INF 015 (Bâtiment INF)
Station 14
1015 Lausanne

Web site:  Web site:  https://sin.epfl.ch

EPFL IC IINFCOM INDY1
INF 015 (Bâtiment INF)
Station 14
1015 Lausanne

EPFL IC IINFCOM INDY1
INF 015 (Bâtiment INF)
Station 14
1015 Lausanne

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Fields of expertise

Teaching & PhD

Teaching

Communication Systems

Computer Science

Courses

Networks out of control

The goal of this class is to acquire mathematical tools and engineering insight about networks whose structure is random, as well as learning and control techniques applicable to such network data.

Principles of online decision-making

This course provides a mathematical treatment of online decision-making. It covers bandits (multi-armed, contextual, structured), Markov Decision Processes (MDPs), and related topics. Key concepts include exploration-exploitation, UCB, Thompson sampling, and tools to derive regret bounds.