### Abstract

We construct a kinematic variable that is sensitive to the mass of the Standard Model Higgs boson (M_{H}) in the H → WW* → ℓ^{+}νℓ^{-}ν̄ channel using symbolic regression method. Explicit mass reconstruction is not possible in this channel due to the presence of two neutrinos that escape detection. Mass determination problem is that of finding a mass-sensitive function that depends on the measured observables. We use symbolic regression, which is a symbolic approach to the problem of non-linear regression, to derive an analytic formula sensitive to M_{H} from the two lepton momenta and the missing transverse momentum. Using the newly-derived mass-sensitive variable, we expect Higgs mass resolutions between 1 to 4 GeV for M_{H} between 130 and 190 GeV at the LHC with 10 fb^{?1} of data. This is the first time symbolic regression method has been applied to a particle physics problem.

Original language | English |
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Article number | 110 |

Journal | Journal of High Energy Physics |

Volume | 2011 |

Issue number | 8 |

DOIs | |

Publication status | Published - 2011 Sep 29 |

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### Keywords

- Supersymmetry phenomenology

### ASJC Scopus subject areas

- Nuclear and High Energy Physics

### Cite this

**Construction of a kinematic variable sensitive to the mass of the Standard Model Higgs boson in H → WW* → ℓ ^{+}νℓ ^{-}ν̄ using symbolic regression.** / Choi, Suyong.

Research output: Contribution to journal › Article

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TY - JOUR

T1 - Construction of a kinematic variable sensitive to the mass of the Standard Model Higgs boson in H → WW* → ℓ+νℓ -ν̄ using symbolic regression

AU - Choi, Suyong

PY - 2011/9/29

Y1 - 2011/9/29

N2 - We construct a kinematic variable that is sensitive to the mass of the Standard Model Higgs boson (MH) in the H → WW* → ℓ+νℓ-ν̄ channel using symbolic regression method. Explicit mass reconstruction is not possible in this channel due to the presence of two neutrinos that escape detection. Mass determination problem is that of finding a mass-sensitive function that depends on the measured observables. We use symbolic regression, which is a symbolic approach to the problem of non-linear regression, to derive an analytic formula sensitive to MH from the two lepton momenta and the missing transverse momentum. Using the newly-derived mass-sensitive variable, we expect Higgs mass resolutions between 1 to 4 GeV for MH between 130 and 190 GeV at the LHC with 10 fb?1 of data. This is the first time symbolic regression method has been applied to a particle physics problem.

AB - We construct a kinematic variable that is sensitive to the mass of the Standard Model Higgs boson (MH) in the H → WW* → ℓ+νℓ-ν̄ channel using symbolic regression method. Explicit mass reconstruction is not possible in this channel due to the presence of two neutrinos that escape detection. Mass determination problem is that of finding a mass-sensitive function that depends on the measured observables. We use symbolic regression, which is a symbolic approach to the problem of non-linear regression, to derive an analytic formula sensitive to MH from the two lepton momenta and the missing transverse momentum. Using the newly-derived mass-sensitive variable, we expect Higgs mass resolutions between 1 to 4 GeV for MH between 130 and 190 GeV at the LHC with 10 fb?1 of data. This is the first time symbolic regression method has been applied to a particle physics problem.

KW - Supersymmetry phenomenology

UR - http://www.scopus.com/inward/record.url?scp=80053157779&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=80053157779&partnerID=8YFLogxK

U2 - 10.1007/JHEP08(2011)110

DO - 10.1007/JHEP08(2011)110

M3 - Article

VL - 2011

JO - Journal of High Energy Physics

JF - Journal of High Energy Physics

SN - 1126-6708

IS - 8

M1 - 110

ER -