Lecture in room H2 / important additional information provided under announcements

Please check StudIP for the exact course days.

This course has 2 semester weekly hours (1,5x lecture + 0,5 example classes). The course will start on 10 December 2025.

Block-Course (around end of semester)

Elective course for M.Sc. CIT, Electrical Engineering & Information Technology and Space-ST.

Contents:
• Why swarm exploration – some motivational examples with applications in space and on Earth
• Preliminaries: selected mathematical formalism (vector spaces, matrices, representation and approximations in vector spaces, least squares, convex optimization)
• Recap of probability and statistics (calculus of probabilities, moments, Bayesian theory)
• Machine learning tools (supervised learning, linear regression, kernel methods, neural networks, impact of regularization, sparsity and compressed sensing)
• Models for multi-agent networks (connected network models, distributed inference strategies)
• Distributed machine learning and exploration (models for static spatial regression, information-theoretic exploration approaches, Bayesian sequential methods for learning and exploration)
• Discussion of several practical examples of swarm exploration solutions (cooperative localization, information-driven sparse mapping of magnetic fields, exploration of sparse gas sources using a swarm of mobile robots)
As outcome, the students should be able to:
• Understand key concepts in distributed information processing over networks,
• Explain and apply mathematical tools needed to implement classical machine learning algorithms in distributed settings

06 - 10 October 2025
Schedule for students of the M.Sc. program Environmental Physics: https://www.pep.uni-bremen.de/downloads/e_woche_25_26_pep_hp.pdf
Schedule for students of the M.Sc. program Space Sciences and Technologies: https://www.uni-bremen.de/fileadmin/user_upload/fachbereiche/fb1/fb1/FB1/Dokumente/Studium/Sonstige/E_Woche_25_26_Space_HP.pdf

lecture: HS 2010 (großer Hörsaal in der Keksdose)
practical fire drill: Emmy-Noether-Str. behind the SFG Building

Start from 7:45 a.m., please arrive on time.

Afterwards there will be a practical fire extinguishing exercise in the outside area behind the SFG-Building, place outside in the Emmy-Noether-Straße. The participants are asked to pay attention to weatherproof clothing and sturdy shoes, because the fire drill takes place outside.