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1.
Machine Learning in High Energy Physics Community White Paper / Albertsson, Kim (Lulea U.) ; Altoe, Piero (NVIDIA, Santa Clara) ; Anderson, Dustin (Caltech) ; Anderson, John ; Andrews, Michael (Carnegie Mellon U.) ; Araque Espinosa, Juan Pedro (LIP, Lisbon) ; Aurisano, Adam (Cincinnati U.) ; Basara, Laurent (INFN, Padua ; Padua U.) ; Bevan, Adrian (University Coll. London) ; Bhimji, Wahid (LBL, Berkeley) et al.
Machine learning has been applied to several problems in particle physics research, beginning with applications to high-level physics analysis in the 1990s and 2000s, followed by an explosion of applications in particle and event identification and reconstruction in the 2010s. In this document we discuss promising future research and development areas for machine learning in particle physics. [...]
arXiv:1807.02876; FERMILAB-PUB-18-318-CD-DI-PPD.- 2018-10-18 - 27 p. - Published in : J. Phys.: Conf. Ser. 1085 (2018) 022008 Fulltext: 1807.02876 - PDF; Albertsson_2018_J._Phys.__Conf._Ser._1085_022008 - PDF; fulltext1681439 - PDF; fermilab-pub-18-318-cd-di-ppd - PDF; Fulltext from Publisher: PDF; External link: Fermilab Library Server (fulltext available)
In : 18th International Workshop on Advanced Computing and Analysis Techniques in Physics Research, Seattle, WA, USA, 21 - 25 Aug 2017, pp.022008
2.
Measurements of the associated production of a Z boson and b jets in pp collisions at ${\sqrt{s}} = 8\,\text {TeV} $ / CMS Collaboration
Measurements of the associated production of a Z boson with at least one jet originating from a b quark in proton-proton collisions at $ \sqrt{s} = $ 8 TeV are presented. Differential cross sections are measured with data collected by the CMS experiment corresponding to an integrated luminosity of 19.8 fb$^{-1}$. [...]
arXiv:1611.06507; CMS-SMP-14-010; CERN-EP-2016-254.- Geneva : CERN, 2017-11-08 - 48 p. - Published in : Eur. Phys. J. C Article from SCOAP3: PDF; Fulltext: arXiv:1611.06507 - PDF; 1611.06507 - PDF; External link: Rivet analyses reference
3.
Measurement of the mass difference between top quark and antiquark in pp collisions at $\sqrt{s} = 8$ TeV / CMS Collaboration
The invariance of the standard model (SM) under the CPT transformation predicts equality of particle and antiparticle masses. This prediction is tested by measuring the mass difference between the top quark and antiquark (Delta m[t] = m[t] - m[t-bar]) that are produced in pp collisions at a center-of-mass energy of 8 TeV, using events with a muon or an electron and at least four jets in the final state. [...]
arXiv:1610.09551; CMS-TOP-12-031; CERN-EP-2016-249.- Geneva : Elsevier, 2017-07-10 - 22 p. - Published in : Phys. Lett. B 770 (2017) 50-71 Article from SCOAP3: PDF; Fulltext: fermilab-pub-16-592-cms - PDF; arXiv:1610.09551 - PDF; External link: Figures, tables and other information
4.
Search for lepton flavour violating decays of the Higgs boson to $\mathrm{ e }\tau$ and $\mathrm{ e }\mu$ in proton-proton collisions at $\sqrt{s}= $ 8 TeV / CMS Collaboration
A direct search for lepton flavour violating decays of the Higgs boson (H) in the $\mathrm{ H } \to \mathrm{ e } \tau$ and $\mathrm{ H } \to \mathrm{ e } \mu$ channels is described. The data sample used in the search was collected in proton-proton collisions at $\sqrt{s}= $ 8 TeV with the CMS detector at the LHC and corresponds to an integrated luminosity of 19.7 fb$^{-1}$. [...]
arXiv:1607.03561; CMS-HIG-14-040; CERN-EP-2016-112; CMS-HIG-14-040; CERN-EP-2016-112.- Geneva : CERN, 2016-12-10 - 29 p. - Published in : Phys. Lett. B 763 (2016) 472-500 Article from SCOAP3: PDF; Elsevier Open Access article: PDF; Fulltext: PDF; External link: Preprint
5.
Jet energy scale and resolution in the CMS experiment in pp collisions at 8 TeV / CMS Collaboration
Improved jet energy scale corrections, based on a data sample corresponding to an integrated luminosity of 19.7 fb$^{-1}$ collected by the CMS experiment in proton-proton collisions at a center-of-mass energy of 8 TeV, are presented. The corrections as a function of pseudorapidity $\eta$ and transverse momentum $p_{\mathrm{T}}$ are extracted from data and simulated events combining several channels and methods. [...]
arXiv:1607.03663; CMS-JME-13-004; CERN-PH-EP-2015-305; CERN-PH-EP-2015-305; CMS-JME-13-004.- Geneva : CERN, 2017-02-22 - 92 p. - Published in : JINST 12 (2017) P02014 Fulltext: arXiv:1607.03663 - PDF; openaccess_Khachatryan_2017_J._Inst._12_P02014 - PDF; 10.1088_1748-0221_12_02_P02014 - PDF; IOP Open Access article: PDF; External link: Open Access fulltext
6.
Measurement of the differential cross sections for top quark pair production as a function of kinematic event variables in pp collisions at $\sqrt{s}$ = 7 and 8 TeV / CMS Collaboration
Measurements are reported of the normalized differential cross sections for top quark pair production with respect to four kinematic event variables: the missing transverse energy; the scalar sum of the jet transverse momentum (pT); the scalar sum of the pT of all objects in the event; and the pT of leptonically decaying W bosons from top quark decays. The data sample, collected using the CMS detector at the LHC, consists of 5.0 inverse-femtobarns of proton-proton collisions at $\sqrt{s}$ = 7 TeV and 19.7 inverse-femtobarns at $\sqrt{s}$ = 8 TeV. [...]
arXiv:1607.00837; CMS-TOP-12-042; CERN-EP-2016-139; CMS-TOP-12-042; CERN-EP-2016-139.- Geneva : CERN, 2016-09-08 - 25 p. - Published in : Phys. Rev. D 94 (2016) 052006 APS Open Access article: PDF; Fulltext: openaccess_PhysRevD.94.052006 - PDF; 10.1103_PhysRevD.94.052006 - PDF; arXiv:1607.00837 - PDF; External links: Rivet analyses reference; Open Access fulltext
7.
Measurement of the transverse momentum spectra of weak vector bosons produced in proton-proton collisions at $ \sqrt{s} = $ 8 TeV / CMS Collaboration
The transverse momentum spectra of weak vector bosons are measured in the CMS experiment at the LHC. The measurement uses a sample of proton-proton collisions at $ \sqrt{s} = $ 8 TeV, collected during a special low-luminosity running that corresponds to an integrated luminosity of 18.4 $\pm$ 0.5 pb$^{-1}$. [...]
arXiv:1606.05864; CMS-SMP-14-012; CERN-EP-2016-152; CMS-SMP-14-012; CERN-EP-2016-152.- Geneva : CERN, 2017-02-20 - 42 p. - Published in : JHEP 02 (2017) 96 Article from SCOAP3: PDF; Fulltext: PDF; Springer Open Access article: PDF;
8.
Phenomenological MSSM interpretation of CMS searches in pp collisions at $\sqrt{s}= $ 7 and 8 TeV / CMS Collaboration
Searches for new physics by the CMS collaboration are interpreted in the framework of the phenomenological minimal supersymmetric standard model (pMSSM). The data samples used in this study were collected at $\sqrt{s} = $ 7 and 8 TeV and have integrated luminosities of 5.0 fb$^{-1}$ and 19.5 fb$^{-1}$, respectively. [...]
arXiv:1606.03577; CMS-SUS-15-010; CERN-EP-2016-094; CMS-SUS-15-010; CERN-EP-2016-094.- Geneva : CERN, 2016-10-24 - 50 p. - Published in : JHEP 10 (2016) 129 Article from SCOAP3: PDF; Fulltext: PDF; Springer Open Access article: PDF;
9.
Search for top squark pair production in compressed-mass-spectrum scenarios in proton-proton collisions at $ \sqrt{s} = $ 8 TeV using the ${\alpha_\mathrm{T}}$ variable / CMS Collaboration
An inclusive search is performed for supersymmetry in final states containing jets and an apparent imbalance in transverse momentum, $ \vec{p}_{\mathrm{T}}^{\text{miss}} $, due to the production of unobserved weakly interacting particles in pp collisions at a centre-of-mass energy of 8 TeV. The data, recorded with the CMS detector at the CERN LHC, correspond to an integrated luminosity of 18.5 fb$^{-1}$. [...]
arXiv:1605.08993; CMS-SUS-14-006; CERN-EP-2016-103; CMS-SUS-14-006; CERN-EP-2016-103.- Geneva : CERN, 2017-04-10 - 28 p. - Published in : Phys. Lett. B 767 (2017) 403-430 Article from SCOAP3: PDF; Fulltext: PDF; External link: Preprint
10.
Pseudorapidity dependence of long-range two-particle correlations in $p$Pb collisions at $\sqrt {s_{NN}}=$ 5.02 TeV / CMS Collaboration
Two-particle correlations in pPb collisions at a nucleon-nucleon center-of-mass energy of 5.02 TeV are studied as a function of the pseudorapidity separation ($\Delta \eta$) of the particle pair at small relative azimuthal angle ($ | \Delta \phi | < \pi/3$). The correlations are decomposed into a jet component that dominates the short-range correlations ($ | \Delta \eta | < $ 1), and a component that persists at large $\Delta \eta$ and may originate from collective behavior of the produced system. [...]
arXiv:1604.05347; CMS-HIN-14-008; CERN-EP-2016-042; CMS-HIN-14-008; CERN-EP-2016-042.- Geneva : CERN, 2017-07-31 - 21 p. - Published in : Phys. Rev. C 96 (2017) 014915 Fulltext: arXiv:1604.05347 - PDF; openaccess_PhysRevC.96.014915 - PDF; External links: Fermilab News article; Open Access fulltext

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