15-16 December 2020
Centre for Particle Theory, Durham
Europe/London timezone

The performance and IRC safety of Spectral Clustering when Jet tagging.

16 Dec 2020, 10:30
30m
Teams (Centre for Particle Theory, Durham)

Teams

Centre for Particle Theory, Durham

IPPP & Dept. Mathematical Sciences Durham University South Road Durham DH1 3LE

Speaker

Henry Day-Hall (University of Southampton)

Description

Spectral clustering, developed by the machine learning community, has been seen to be a powerful and versatile clustering method. Jet clustering, particularly in the case of a boosted topology, is a key problem for particle identification in experimental physics. If spectral clustering can be shown to be suitable for the task it may be able to extract more information from the data we generate.

A key factor for the suitability of an clustering algorithm is infrared and collinear (IRC) safety. While there are algorithms that are not IRC safe, the most popular algorithms are. To be viable for use in QCD calculations the jet formation algorithm must be IRC safe.

In this talk I will discuss the mechanics, performance and the IRC safety of spectral clustering.

Length of talk 15-25 minutes
Are you happy for your talk to be recorded? Yes
Will you be pre-recording your talk? Yes
Would you be interested in receiving feedback on your talk? Yes

Primary authors

Henry Day-Hall (University of Southampton) Billy Ford (University of Southampton) Prof. Stefano Moretti (University of Southampton) Prof. Srinandan Dasmahapatra (University of Southampton) Claire Shepherd-Themistocleous (RAL)

Presentation Materials