The Higgs Machine Learning Challenge

被引：43

作者：

Adam-Bourdarios, C. ^{[1
]}

Cowan, G. ^{[2
]}

Germain-Renaud, C. ^{[3
]}

Guyon, I. ^{[4
]}

Kegl, B. ^{[1
]}

Rousseau, D. ^{[1
]}

机构：

[1] Lab Accelerateur Lineaire, F-91405 Orsay, France

[2] Univ London, Dept Phys, Royal Holloway, London WC1E 7HU, England

[3] Rech Informat Lab, Orsay, France

[4] ChaLearn, Los Angeles, CA USA

来源：

21ST INTERNATIONAL CONFERENCE ON COMPUTING IN HIGH ENERGY AND NUCLEAR PHYSICS (CHEP2015), PARTS 1-9 | 2015年 / 664卷

关键词：

D O I：

10.1088/1742-6596/664/7/072015

中图分类号：

O57 [原子核物理学、高能物理学];

学科分类号：

070202 ;

摘要：

The Higgs Machine Learning Challenge was an open data analysis competition that took place between May and September 2014. Samples of simulated data from the ATLAS Experiment at the LHC corresponding to signal events with Higgs bosons decaying to T+ together with background events were made available to the public through the website of the data science organization Kaggle (kaggle com). Participants attempted to identify the search region in a space of 30 kinematic variables that would maximize the expected discovery significance of the signal process. One of the primary goals of the Challenge was to promote communication of new ideas between the Machine Learning (ML) and HEP communities. In this regard it was a resounding success, with almost 2,000 participants from HEP, ML and other areas. The process of understanding and integrating the new ideas, particularly from ML into HEP, is currently underway.

引用

页数：6

共 12 条

[1] Evidence for the Higgs-boson Yukawa coupling to tau leptons with the ATLAS detector [J].

Aad, G. ;

Abbott, B. ;

Abdallah, J. ;

Khalek, S. Abdel ;

Abdinov, O. ;

Aben, R. ;

Abi, B. ;

Abolins, M. ;

AbouZeid, O. S. ;

Abramowicz, H. ;

Abreu, H. ;

Abreu, R. ;

Abulaiti, Y. ;

Acharya, B. S. ;

Adamczyk, L. ;

Adams, D. L. ;

Adelman, J. ;

Adomeit, S. ;

Adye, T. ;

Agatonovic-Jovin, T. ;

Aguilar-Saavedra, J. A. ;

Agustoni, M. ;

Ahlen, S. P. ;

Ahmadov, F. ;

Aielli, G. ;

Akerstedt, H. ;

Akesson, T. P. A. ;

Akimoto, G. ;

Akimov, A. V. ;

Alberghi, G. L. ;

Albert, J. ;

Albrand, S. ;

Alconada Verzini, M. J. ;

Aleksa, M. ;

Aleksandrov, I. N. ;

Alexa, C. ;

Alexander, G. ;

Alexandre, G. ;

Alexopoulos, T. ;

Alhroob, M. ;

Alimonti, G. ;

Alio, L. ;

Alison, J. ;

Allbrooke, B. M. M. ;

Allison, L. J. ;

Allport, P. P. ;

Aloisio, A. ;

Alonso, A. ;

Alonso, F. ;

Alpigiani, C. .

JOURNAL OF HIGH ENERGY PHYSICS, 2015, (04) :1-74

[2] Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC [J].

Aad, G. ;

Abajyan, T. ;

Abbott, B. ;

Abdallah, J. ;

Khalek, S. Abdel ;

Abdelalim, A. A. ;

Abdinov, O. ;

Aben, R. ;

Abi, B. ;

Abolins, M. ;

AbouZeid, U. S. ;

Abramowicz, H. ;

Abreu, H. ;

Acharya, B. S. ;

Adamczyk, L. ;

Adams, D. L. ;

Addy, T. N. ;

Adelman, J. ;

Adomeit, S. ;

Adragna, P. ;

Adye, T. ;

Aefsky, S. ;

Aguilar-Saavedra, J. A. ;

Agustoni, M. ;

Aharrouche, M. ;

Ahlen, S. P. ;

Ahles, F. ;

Ahmad, A. ;

Ahsan, M. ;

Aielli, G. ;

Akdogan, T. ;

Akesson, T. P. A. ;

Akimoto, G. ;

Akimov, A. V. ;

Alam, M. S. ;

Alam, M. A. ;

Albert, J. ;

Albrand, S. ;

Aleksa, M. ;

Aleksandrov, I. N. ;

Alessandria, F. ;

Alexa, C. ;

Alexander, G. ;

Alexandre, G. ;

Alexopoulos, T. ;

Alhroob, M. ;

Aliev, M. ;

Alimonti, G. ;

Alison, J. ;

Allbrooke, B. M. M. .

PHYSICS LETTERS B, 2012, 716 (01) :1-29

[3]

Adam-Bourdarios C, CERN OPEN DATA PORTA, DOI [10.7483/OPENDATA.ATLAS.MQ5J.GHXA, DOI 10.7483/OPENDATA.ATLAS.MQ5J.GHXA]

[4]

ATLAS Collaboration, DAT SET HIGGS MACH L

[5]

ATLAS collaboration, 2008, Journal of Instrumentation, V3, DOI [DOI 10.1088/1748-0221/3/08/S08003, 10.1088/1748-0221/3/08/S08003]

[6]

Bishop C.M., 2006, Pattern recognition and machine learning, DOI DOI 10.1007/978-0-387-45528-0

[7] Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC [J].

Chatrchyan, S. ;

Khachatryan, V. ;

Sirunyan, A. M. ;

Tumasyan, A. ;

Adam, W. ;

Aguilo, E. ;

Bergauer, T. ;

Dragicevic, M. ;

Eroe, J. ;

Fabjan, C. ;

Friedl, M. ;

Fruehwirth, R. ;

Ghete, V. M. ;

Hammer, J. ;

Hoch, M. ;

Hoermann, N. ;

Hrubec, J. ;

Jeitler, M. ;

Kiesenhofer, W. ;

Knuenz, V. ;

Krammer, M. ;

Kraetschmer, I. ;

Liko, D. ;

Majerotto, W. ;

Mikulec, I. ;

Pernicka, M. ;

Rahbaran, B. ;

Rohringer, C. ;

Rohringer, H. ;

Schoefbeck, R. ;

Strauss, J. ;

Szoncso, F. ;

Taurok, A. ;

Waltenberger, W. ;

Walzel, G. ;

Widl, E. ;

Wulz, C. -E. ;

Chekhovsky, V. ;

Emeliantchik, I. ;

Litomin, A. ;

Makarenko, V. ;

Mossolov, V. ;

Shumeiko, N. ;

Solin, A. ;

Stefanovitch, R. ;

Gonzalez, J. Suarez ;

Fedorov, A. ;

Korzhik, M. ;

Missevitch, O. ;

Zuyeuski, R. .

PHYSICS LETTERS B, 2012, 716 (01) :30-61

[8] Evidence for the 125 GeV Higgs boson decaying to a pair of τ leptons [J].

Chatrchyan, S. ;

Khachatryan, V. ;

Sirunyan, A. M. ;

Tumasyan, A. ;

Adam, W. ;

Bergauer, T. ;

Dragicevic, M. ;

Eroe, J. ;

Fabjan, C. ;

Friedl, M. ;

Fruehwirth, R. ;

Ghete, V. M. ;

Hartl, C. ;

Hoermann, N. ;

Hrubec, J. ;

Jeitler, M. ;

Kiesenhofer, W. ;

Knuenz, V. ;

Krammer, M. ;

Kraetschmer, I. ;

Liko, D. ;

Mikulec, I. ;

Rabady, D. ;

Rahbaran, B. ;

Rohringer, H. ;

Schoefbeck, R. ;

Strauss, J. ;

Taurok, A. ;

Treberer-Treberspurg, W. ;

Waltenberger, W. ;

Wulz, C. -E. ;

Mossolov, V. ;

Shumeiko, N. ;

Gonzalez, J. Suarez ;

Alderweireldt, S. ;

Bansal, M. ;

Bansal, S. ;

Cornelis, T. ;

De Wolf, E. A. ;

Janssen, X. ;

Knutsson, A. ;

Luyckx, S. ;

Ochesanu, S. ;

Roland, B. ;

Rougny, R. ;

Van Haevermaet, H. ;

Van Mechelen, P. ;

Van Remortel, N. ;

Van Spilbeeck, A. ;

Blekman, F. .

JOURNAL OF HIGH ENERGY PHYSICS, 2014, (05)

[9]

Chen Tianqi., XGBoost eXtreme Gradient Boosting

[10] Asymptotic formulae for likelihood-based tests of new physics [J].

Cowan, Glen ;

Cranmer, Kyle ;

Gross, Eilam ;

Vitells, Ofer .

EUROPEAN PHYSICAL JOURNAL C, 2011, 71 (02)

← 1 2 →