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Events for day: Monday 26 December 2022    
           11:00 - 12:00     Journal Club: Experiment & Phenomenology meeting
Quantum Machine Learning in High Energy Physics

School
PARTICLES AND ACCELERATORS

Abstract:

Machine learning has blossomed in recent decades and has become essential in many fields. It significantly solved some problems for particle physics, particle reconstruction, event classification, etc. However, it is now time to break the limitation of conventional machine learning with quantum computing. A support-vector machine algorithm with a quantum kernel estimator (QSVM-Kernel) leverages high-dimensional quantum state space to identify a signal from backgrounds. In this lecture, we will study this quantum machine learning algorithm in high energy physics.

Based on
arXiv:2209.12788v ...