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Mathematics of Data Science

November 14, 2023 @ 12:00 pm - 1:00 pm

A Role for Message Passing in Data Assimilation?

Speaker: Marc Deisenroth (University College London)
Location: Building 303A Aud. 43, DTU Lyngby Campus

Abstract:
Estimating the latent state of a dynamical system based on noisy observations is a common challenge underlying many tasks in engineering, robotics, or weather modeling. We will discuss two perspectives of state estimation: temporal inference and spatial inference. In this talk, I will provide a machine learning perspective on state estimation and discuss what role message passing can play when solving large-scale spatio-temporal inference problems as they appear in data assimilation.

Details

Date:
November 14, 2023
Time:
12:00 pm - 1:00 pm
Event Category:
Event Tags:
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Website:
https://dtumods.github.io

Other

Organiser's email address
mskan@dtu.dk
Event language
English
Event Type
Seminar

Venue

Danmarks Tekniske Universitet
Anker Engelundsvej 101
Kongens Lyngby, 2800 Denmark
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