Elisabeth Krause
7/16/25, 2:00 PM
Clotilde Laigle
7/23/25, 2:00 PM
Florent Leclercq
(Institut d'Astrophysique de Paris)
7/25/25, 11:00 AM
Talk
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Introduction to field-level inference
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Part 1: Bayesian signal processing
- Gaussian random fields
- Bayesian signal processing and Wiener filtering (denoising)
- Wiener filtering for linear field-level inference
- Practical work: Bayesian denoising via Wiener filtering
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Part 2: Markov Chain Monte Carlo techniques
- The Metropolis-Hastings algorithm
-...
- The Metropolis-Hastings algorithm
Florent Leclercq
(Institut d'Astrophysique de Paris)
7/25/25, 2:00 PM
Talk
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Part 3: Bayesian hierarchical modelling
- Bayesian hierarchical models
- Wiener Filtering and the Messenger Field algorithm
- Bayesian hierarchical models for joint field-parameter sampling
- Practical work: Joint field-parameter sampling
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Part 4: State-of-the-art
- Field-level inference for the Cosmic Microwave Background
- Field-level inference for galaxy...