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000450152 005__ 20250729150926.0
000450152 0247_ $$2doi$$a10.1007/s41781-020-00041-z
000450152 0247_ $$2INSPIRETeX$$aSirunyan:2019wwa
000450152 0247_ $$2inspire$$ainspire:1770447
000450152 0247_ $$2ISSN$$a2510-2036
000450152 0247_ $$2ISSN$$a2510-2044
000450152 0247_ $$2arXiv$$aarXiv:1912.06046
000450152 0247_ $$2datacite_doi$$a10.3204/PUBDB-2020-04208
000450152 0247_ $$2altmetric$$aaltmetric:93791764
000450152 0247_ $$2pmid$$apmid:33196702
000450152 0247_ $$2openalex$$aopenalex:W4293586347
000450152 037__ $$aPUBDB-2020-04208
000450152 041__ $$aEnglish
000450152 082__ $$a004
000450152 088__ $$2arXiv$$aarXiv:1912.06046
000450152 088__ $$2CMS$$aCMS-HIG-18-027
000450152 088__ $$2CERN$$aCERN-EP-2019-261
000450152 088__ $$2arXiv$$aarXiv:1912.06046
000450152 088__ $$2CMS$$aCMS-HIG-18-027
000450152 088__ $$2CERN$$aCERN-EP-2019-261
000450152 1001_ $$0INSPIRE-00312131$$aSirunyan, Albert M$$b0
000450152 245__ $$aA deep neural network for simultaneous estimation of b jet energy and resolution
000450152 260__ $$aCham, Switzerland$$bSpringer International Publishing$$c2020
000450152 3367_ $$2DRIVER$$aarticle
000450152 3367_ $$2DataCite$$aOutput Types/Journal article
000450152 3367_ $$0PUB:(DE-HGF)16$$2PUB:(DE-HGF)$$aJournal Article$$bjournal$$mjournal$$s1604495859_15967
000450152 3367_ $$2BibTeX$$aARTICLE
000450152 3367_ $$2ORCID$$aJOURNAL_ARTICLE
000450152 3367_ $$00$$2EndNote$$aJournal Article
000450152 500__ $$aAll figures and tables can be found at http://cms-results.web.cern.ch/cms-results/public-results/publications/HIG-18-027 (CMS Public Pages)
000450152 520__ $$aWe describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton–proton collisions at an energy of $\sqrt{s}=13\,\text {TeV} $ at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 $\,\text {fb}^{-1}$. A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to $\hbox {b}\bar{\hbox {b}}$.
000450152 536__ $$0G:(DE-HGF)POF3-611$$a611 - Fundamental Particles and Forces (POF3-611)$$cPOF3-611$$fPOF III$$x0
000450152 588__ $$aDataset connected to CrossRef, INSPIRE
000450152 650_7 $$2autogen$$ajet: bottom
000450152 650_7 $$2autogen$$ajet: energy
000450152 650_7 $$2autogen$$aHiggs particle: decay
000450152 650_7 $$2autogen$$avertex: secondary
000450152 650_7 $$2autogen$$ap p: scattering
000450152 650_7 $$2autogen$$aneural network
000450152 650_7 $$2autogen$$aCERN LHC Coll
000450152 650_7 $$2autogen$$asensitivity
000450152 650_7 $$2autogen$$adispersion
000450152 650_7 $$2autogen$$aresolution
000450152 650_7 $$2autogen$$aCERN Lab
000450152 650_7 $$2autogen$$aCMS
000450152 693__ $$0EXP:(DE-H253)LHC-Exp-CMS-20150101$$1EXP:(DE-588)4398783-7$$5EXP:(DE-H253)LHC-Exp-CMS-20150101$$aLHC$$eLHC: CMS$$x0
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