Zobrazeno 1 - 10
of 236
pro vyhledávání: '"Roche, Stephen"'
We present a generic parallel implementation of the decision tree-based machine learning (ML) method in hardware description language (HDL) on field programmable gate arrays (FPGA). A regression problem in high energy physics at the Large Hadron Coll
Externí odkaz:
http://arxiv.org/abs/2409.20506
Publikováno v:
Phys. Rev. D 109 (2024) 11, 115029
We investigate the potential to detect Higgs boson decays to four bottom quarks through a pair of pseudoscalars, a final state that is predicted by many theories beyond the Standard Model. For the first time, the signal sensitivity is evaluated for t
Externí odkaz:
http://arxiv.org/abs/2306.01901
Autor:
Roche, Stephen, Bayer, Quincy, Carlson, Benjamin, Ouligian, William, Serhiayenka, Pavel, Stelzer, Joerg, Hong, Tae Min
Publikováno v:
Nature Communications 15, 3527 (2024)
We present an interpretable implementation of the autoencoding algorithm, used as an anomaly detector, built with a forest of deep decision trees on FPGA, field programmable gate arrays. Scenarios at the Large Hadron Collider at CERN are considered,
Externí odkaz:
http://arxiv.org/abs/2304.03836
Publikováno v:
JINST 17 P09039 (2022)
We present a novel application of the machine learning / artificial intelligence method called boosted decision trees to estimate physical quantities on field programmable gate arrays (FPGA). The software package fwXmachina features a new architectur
Externí odkaz:
http://arxiv.org/abs/2207.05602
Autor:
Dey, Roopam, Glenday, Jonathan, du Plessis, Jean Pierre, Kauta, Ntambue, Sivarasu, Sudesh, Roche, Stephen
Publikováno v:
In Journal of Shoulder and Elbow Surgery June 2024 33(6):1387-1396
Autor:
Hong, Tae Min, Carlson, Benjamin, Eubanks, Brandon, Racz, Stephen, Roche, Stephen, Stelzer, Joerg, Stumpp, Daniel
Publikováno v:
JINST 16 P08016 (2021)
We present a novel implementation of classification using the machine learning / artificial intelligence method called boosted decision trees (BDT) on field programmable gate arrays (FPGA). The firmware implementation of binary classification requiri
Externí odkaz:
http://arxiv.org/abs/2104.03408
Publikováno v:
In Journal of Shoulder and Elbow Surgery July 2023 32(7):1380-1391
Publikováno v:
In Physical Therapy in Sport January 2023 59:49-59
Autor:
Rachuene Pududu Archie, Dey Roopam, Kauta Ntambue Jimmy, Sivarasu Sudesh, du Plessis Jean-Pierre, Roche Stephen, Vrettos Basil
Publikováno v:
SICOT-J, Vol 10, p 23 (2024)
Background: Pre-operative planning for reverse shoulder arthroplasty (RSA) poses challenges, particularly when dealing with glenoid bone loss. This modified Delphi study aimed to assess expert consensus on RSA planning processes and rationale, specif
Externí odkaz:
https://doaj.org/article/dc01fc44e8574d258e437e61fc876328
Autor:
Yimam, Habtamu M., Dey, Roopam, Rachuene, Pududu A., Kauta, Ntambue J., Roche, Stephen J.L., Sivarasu, Sudesh
Publikováno v:
In Journal of Shoulder and Elbow Surgery March 2022 31(3):571-579