Adhikary, A and Banerjee, S and Barman, RK and Bhattacherjee, B and Niyogi, S (2020) Prospects of non-resonant Higgs pair production at the HL-LHC and HE-LHC. In: Journal of Physics: Conference Series-ICPPA 2020, 5-9 October 2020, Moscow, Virtual.
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Abstract
The prospects of observing the di-Higgs production in the Standard Model (SM) is explored. We choose final states based on considerable production rate and cleanliness. Standard cut-based and multivariate analyses using the Boosted Decision Tree (BDT) algorithm is performed at the high luminosity run of the 14 TeV LHC (HL-LHC) and we got a combined signal significance of � 2.1. For the proposed high energy upgrade of the LHC (HE-LHC) at, we do multivariate analyses using BDT algorithm, the XGBoost toolkit and Deep Neural Network (DNN), and we observe a discovery prospect with > 5� significance for the Higgs pair production. © Published under licence by IOP Publishing Ltd.
Item Type: | Conference Paper |
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Publication: | Journal of Physics: Conference Series |
Publisher: | IOP Publishing Ltd |
Additional Information: | cited By 0; Conference of 5th International Conference on Particle Physics and Astrophysics, ICPPA 2020 ; Conference Date: 5 October 2020 Through 9 October 2020; Conference Code:165881 |
Keywords: | Astrophysics; Decision trees; Deep neural networks; Photons; Trees (mathematics), Boosted decision trees; Final state; Multi variate analysis; Nonresonant; Pair production; Production rates; Signal significance; The standard model, Multivariant analysis |
Department/Centre: | Division of Physical & Mathematical Sciences > Centre for High Energy Physics |
Date Deposited: | 18 Jan 2021 09:19 |
Last Modified: | 18 Jan 2021 09:19 |
URI: | http://eprints.iisc.ac.in/id/eprint/67604 |
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