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24th Australian Institute of Physics Congress

11–16 Dec 2022
Australia/Adelaide timezone
Co-locating with the 7th International Workshop of Specialty Optical Fibres and Their Applications (WSOF), the Australian and New Zealand Conference on Optics and Photonics (ANZCOP), and the Conference on Optoelectronlc and Microelectronic Materials and Devices (COMMAD)

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Feasibility of Quantum Support Vector Machines for classification problems in Particle Physics

15 Dec 2022, 17:30
1h 30m
Exhibition Halls F & G (Adelaide Convention Centre)

Exhibition Halls F & G

Adelaide Convention Centre
Poster AIP: Nuclear and Particle Physics Poster session

Speaker

Jamie Heredge

Description

Our previously implemented quantum support vector machine outperformed standard classical methods for B Meson classification (using reduced dataset). In this work we will explore the feasibility of application to particle physics showing alternative encoding methods and speedups.

Author

Jamie Heredge

Co-authors

Charles Hill (The University of Melbourne) Lloyd Hollenberg (The University of Melbourne) Martin Sevior (The University of Melbourne)

Presentation materials

Feasibility of Quantum Support Vector Machines for classification problems in Particle Physics_AIPC2022.docx
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