A Theory of Quark vs. Gluon Discrimination(20'+10')

Jul 24, 2019, 10:00 AM
30m
32-123 (MIT)

32-123

MIT

https://goo.gl/maps/Wx14Gpe2wRy
Plenary Talk Session

Speaker

Andrew Larkoski (Reed Collge)

Description

We study quark versus gluon discrimination systematically and present explicit calculations for jets on which up through three emissions are resolved. These explicit calculations enable determination of quantities central to machine learning, such as the likelihood, reducibility factors, and area under the ROC curve (AUC), to be calculated within a concrete approximation scheme. We prove many results regarding quark versus gluon discrimination including the reducibility factor for gluon jets with any number of resolved emissions, robust bounds on the AUC, and that the optimal observable for quark versus gluon discrimination is IRC safe.

Primary authors

Andrew Larkoski (Reed Collge) Eric Metodiev (Massachusetts Institute of Technology)

Presentation materials