18–20 Feb 2025
Lamarr/RC Trust Dortmund
Europe/Berlin timezone

Polyra swarm learning

19 Feb 2025, 11:40
20m
JvF25/3-303 - Conference Room (Lamarr/RC Trust Dortmund)

JvF25/3-303 - Conference Room

Lamarr/RC Trust Dortmund

Joseph-von-Fraunhofer-Straße 25 44227 Dortmund
30
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Speaker

Simon Klüttermann

Description

My research focuses on ensemble methods for unsupervised learning tasks. Recently, I discovered a surprisingly effective approach for anomaly detection, which I named as a Polyra swarm. Upon further investigation, I found that Polyra exhibits a property analogous to the universal function approximation capability of neural networks. This insight has led me to explore an alternative paradigm where, instead of neural networks, we leverage Polyra swarms for learning tasks. Although this research is still in its early stages, and the talk will be very high level, such swarms offer a promising advantage in interpretability compared to traditional neural networks.

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