Using BDTs for Improvement of Electron Reconstruction

During my time in the CERN summer student programme, I am working on using Boosted Decision Trees (BDTs) to improve electron classification. This is done both in TMVA via ROOT, and in XGBoost via Python. The results so far shown that BDTs are effective at electron classification, albeit not more eff...

Descripción completa

Detalles Bibliográficos
Autor principal: McBlain, Warin Patrick
Lenguaje:eng
Publicado: 2018
Materias:
Computing and Computers
Acceso en línea:http://cds.cern.ch/record/2635160
_version_ 1780959796296417280
author McBlain, Warin Patrick
author_facet McBlain, Warin Patrick
author_sort McBlain, Warin Patrick
collection CERN
description During my time in the CERN summer student programme, I am working on using Boosted Decision Trees (BDTs) to improve electron classification. This is done both in TMVA via ROOT, and in XGBoost via Python. The results so far shown that BDTs are effective at electron classification, albeit not more efficient then the traditional neural network method.
id cern-2635160
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2018
record_format invenio
spelling cern-26351602019-09-30T06:29:59Zhttp://cds.cern.ch/record/2635160engMcBlain, Warin PatrickUsing BDTs for Improvement of Electron ReconstructionComputing and ComputersDuring my time in the CERN summer student programme, I am working on using Boosted Decision Trees (BDTs) to improve electron classification. This is done both in TMVA via ROOT, and in XGBoost via Python. The results so far shown that BDTs are effective at electron classification, albeit not more efficient then the traditional neural network method.CERN-STUDENTS-Note-2018-058oai:cds.cern.ch:26351602018-08-24
spellingShingle Computing and Computers
McBlain, Warin Patrick
Using BDTs for Improvement of Electron Reconstruction
title Using BDTs for Improvement of Electron Reconstruction
title_full Using BDTs for Improvement of Electron Reconstruction
title_fullStr Using BDTs for Improvement of Electron Reconstruction
title_full_unstemmed Using BDTs for Improvement of Electron Reconstruction
title_short Using BDTs for Improvement of Electron Reconstruction
title_sort using bdts for improvement of electron reconstruction
topic Computing and Computers
url http://cds.cern.ch/record/2635160
work_keys_str_mv AT mcblainwarinpatrick usingbdtsforimprovementofelectronreconstruction

Ejemplares similares