. , Expected performance of the ATLAS b-tagging algorithms in Run-2, vol.116, p.115, 2015.

F. Halzen and A. Martin, Quarks and leptons: an introductory course in modern particle physics, vol.34, pp.41-43, 1984.

R. P. Feynman, Space-Time Approach to Quantum Electrodynamics, vol.76, p.35, 1949.

G. 't-hooft and M. J. Veltman, Regularization and Renormalization of Gauge Fields, Nucl. Phys, vol.44, p.36, 1972.

P. W. Higgs, Broken Symmetries and the Masses of Gauge Bosons, Phys. Rev. Lett, vol.13, p.37, 1964.

P. Higgs, Broken symmetries, massless particles and gauge fields, Physics Letters, vol.12, p.37, 1964.

F. Englert and R. Brout, Broken Symmetry and the Mass of Gauge Vector Mesons, Phys. Rev. Lett, vol.13, p.37, 1964.

J. Goldstone, A. Salam, and S. Weinberg, Broken Symmetries, Phys. Rev, vol.127, p.37, 1962.

S. L. Glashow, Partial Symmetries of Weak Interactions, Nucl. Phys, vol.22, p.39, 1961.

A. Salam, Weak and Electromagnetic Interactions, Conf. Proc, vol.680519, p.39, 1968.

S. L. Glashow, J. Iliopoulos, and L. Maiani, Weak Interactions with Lepton-Hadron Symmetry, Phys. Rev, vol.2, p.40, 1970.

C. Patrignani, Review of Particle Physics, Chin. Phys, vol.40, p.100001, 2016.
URL : https://hal.archives-ouvertes.fr/in2p3-00532614

T. Van-ritbergen and R. G. Stuart, On the precise determination of the Fermi coupling constant from the muon lifetime, Nucl. Phys, vol.564, p.41, 2000.

D. M. Webber, A New part-per-million measurement of the positive muon lifetime and determination of the Fermi Constant, Particles and fields. Proceedings, Meeting of the Division of the, p.41, 2011.

C. Rubbia, The Discovery of the W and Z bosons, Phys. Rept, vol.239, p.42, 1994.

E. Radermacher, The Experimental Discovery of the Intermediate Vector Bosons W + , W ? and Z 0 at the CERN p¯ p Collider, Prog. Part. Nucl. Phys, vol.14, p.42, 1985.

D. J. Gross and F. Wilczek, Ultraviolet Behavior of Nonabelian Gauge Theories, Phys. Rev. Lett, vol.30, p.43, 1973.

H. D. Politzer, Reliable Perturbative Results for Strong Interactions?, Phys. Rev. Lett, vol.30, p.43, 1973.

D. Higgs, Handbook of LHC Higgs Cross Sections: 4. Deciphering the Nature of the Higgs Sector, p.44, 2016.

S. Heinemeyer and C. Mariotti, Handbook of LHC Higgs Cross Sections: 3. Higgs Properties, p.44, 2013.
URL : https://hal.archives-ouvertes.fr/in2p3-00850353

. , Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC, vol.716, p.45, 2012.

. , Observation of H? b ¯ b decays and VH production with the ATLAS detector, tech. rep. ATLAS-CONF-2018-036, p.45, 2018.

. , Measurements of the Higgs boson production and decay rates and constraints on its couplings from a combined ATLAS and CMS analysis of the LHC pp collision data at ? s = 7 and 8 TeV, JHEP, issue.08, p.46, 2016.

S. P. Martin, A Supersymmetry primer, Adv. Ser. Direct. High Energy Phys, vol.18, pp.52-54, 1997.

F. Quevedo, S. Krippendorf, and O. Schlotterer, Cambridge Lectures on Supersymmetry and Extra Dimensions, p.48, 2010.

R. Haag, J. T. Lopuszanski, and M. Sohnius, All Possible Generators of Supersymmetries of the s Matrix, Nucl. Phys, vol.88, p.48, 1974.

B. Bajc, A short introduction to supersymmetry, p.49, 2011.

J. Wess and B. Zumino, A Lagrangian Model Invariant Under Supergauge Transformations, Phys. Lett, vol.49, p.51, 1974.

E. Witten, Constraints on Supersymmetry Breaking, Nucl. Phys, vol.202, p.52, 1982.

E. Witten, Dynamical Breaking of Supersymmetry, Nucl. Phys, vol.188, p.52, 1981.

A. Djouadi, The Minimal supersymmetric standard model: Group summary report, vol.57, p.52, 1998.
URL : https://hal.archives-ouvertes.fr/in2p3-00014338

L. Hall, J. Lykken, and S. Weinberg, Supergravity as the messenger of supersymmetry breaking, Phys. Rev. D, vol.27, p.52, 1983.

M. Guchait, Exact solution of the neutralino mass matrix, Zeitschrift für Physik C Particles and Fields, vol.57, p.56, 1993.

. , Summary of the ATLAS experiment's sensitivity to supersymmetry after LHC Run 1-interpreted in the phenomenological MSSM, Journal of High Energy Physics, vol.10, pp.58-60, 2015.

A. Djouadi, J. Kneur, and G. Moultaka, SuSpect: A Fortran code for the supersymmetric and Higgs particle spectrum in the MSSM, Comput. Phys. Commun, vol.176, p.61, 2007.
URL : https://hal.archives-ouvertes.fr/in2p3-00142888

A. Djouadi, J. Kneur, G. Moultaka, M. Ughetto, D. Zerwas et al., , p.61, 2012.

B. C. Allanach, SOFTSUSY: a program for calculating supersymmetric spectra, Comput. Phys. Commun, vol.143, p.61, 2002.

W. Porod, SPheno, a program for calculating supersymmetric spectra, SUSY particle decays and SUSY particle production at e+ e-colliders, Comput. Phys. Commun, vol.153, p.61, 2003.

W. Porod and F. Staub, SPheno 3.1: Extensions including flavour, CP-phases and models beyond the MSSM, Comput. Phys. Commun, vol.183, p.61, 2012.

N. Arkani-hamed, J. March-russell, and H. Murayama, Building models of gauge mediated supersymmetry breaking without a messenger sector, Nucl. Phys, vol.509, p.61, 1998.

J. A. Bagger, T. Moroi, and E. Poppitz, Anomaly mediation in supergravity theories, JHEP, issue.04, p.61, 2000.

P. Z. Skands, SUSY Les Houches accord: Interfacing SUSY spectrum calculators, decay packages, and event generators, JHEP, vol.07, p.61, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00005139

B. C. Allanach, SUSY Les Houches Accord, vol.2, p.61, 2009.

A. Djouadi, M. M. Muhlleitner, and M. Spira, Decays of supersymmetric particles: The Program SUSY-HIT (SUspect-SdecaY-Hdecay-InTerface), Acta Phys. Polon, vol.38, p.61, 2007.

W. Celmaster and R. J. Gonsalves, Renormalization-prescription dependence of the quantum-chromodynamic coupling constant, Phys. Rev. D, vol.20, p.65, 1979.

W. Siegel, Supersymmetric dimensional regularization via dimensional reduction, Physics Letters B, vol.84, p.65, 1979.

D. Capper, D. Jones, and P. V. Nieuwenhuizen, Regularization by dimensional reduction of supersymmetric and non-supersymmetric gauge theories, Nuclear Physics B, vol.167, p.65, 1980.

D. M. Pierce, J. A. Bagger, and K. T. Matchev, Precision corrections in the minimal supersymmetric standard model, Nucl. Phys, vol.491, p.3, 1997.

D. J. Castano, E. J. Piard, and P. Ramond, Renormalization group study of the Standard Model and its extensions. 2. The Minimal supersymmetric Standard Model, Phys. Rev, vol.49, p.66, 1994.

V. Barger, M. S. Berger, and P. Ohmann, Supersymmetric grand unified theories: Two-loop evolution of gauge and Yukawa couplings, Phys. Rev. D, vol.47, p.66, 1993.

B. De-carlos and J. A. Casas, One loop analysis of the electroweak breaking in supersymmetric models and the fine tuning problem, Phys. Lett, vol.309, p.66, 1993.

R. Arnowitt and P. Nath, Loop corrections to radiative breaking of electroweak symmetry in supersymmetry, Phys. Rev. D, vol.46, p.67, 1992.

A. Dedes, G. Degrassi, and P. Slavich, On the two loop Yukawa corrections to the MSSM Higgs boson masses at large tan beta, Nucl. Phys, vol.672, p.69, 2003.

G. Degrassi, P. Slavich, and F. Zwirner, On the neutral Higgs boson masses in the MSSM for arbitrary stop mixing, Nucl. Phys, vol.611, p.69, 2001.

H. E. Haber, R. Hempfling, and A. H. Hoang, Approximating the radiatively corrected Higgs mass in the minimal supersymmetric model, Z. Phys, vol.75, p.71, 1997.

B. C. Allanach, A. Djouadi, and J. L. Kneur, Precise determination of the neutral Higgs boson masses in the MSSM, JHEP, issue.09, p.79, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00008368

L. R. Evans and P. Bryant, J. Instrum, vol.3, p.83, 2008.

. , ATLAS: technical proposal for a general-purpose pp experiment at the Large Hadron Collider at CERN, LHC Tech. Proposal, CERN, p.84, 1994.

. , Technical proposal, LHC Tech. Proposal, Cover title : CMS, the Compact Muon Solenoid : technical proposal, p.84, 1994.

. , ALICE: Technical proposal for a Large Ion collider Experiment at the CERN LHC, LHC Tech. Proposal, CERN, p.84, 1995.

. , LHCb : Technical Proposal, p.84, 1998.

, Taking a closer look at LHC," tech. rep, p.84

. , Luminosity Public Results Run2," tech. rep., CERN, p.86

O. B. Apollinari, High Luminosity LHC Project Description, vol.87, p.86

, Proceedings, 2013 Community Summer Study on the Future of U.S. Particle Physics: Snowmass on the Mississippi (CSS2013), p.86, 2013.

. , The ATLAS Experiment at the CERN Large Hadron Collider, Journal of Instrumentation, vol.3, 2008.

, ATLAS magnet system: Technical Design Report, vol.1, p.89, 1997.

C. Leroy and P. Rancoita, Silicon Solid State Devices and Radiation Detection, WORLD SCIENTIFIC, p.91, 2012.

S. Meroli, Energy Loss Distribution of charged particles in silicon layers, tech. rep, vol.93, p.92

M. Capeans, G. Darbo, and K. Einsweiller, ATLAS Insertable B-Layer Technical Design Report, p.93, 2010.

. , ATLAS pixel detector electronics and sensors, Journal of Instrumentation, vol.3, p.94, 2008.

G. Aad, A neural network clustering algorithm for the ATLAS silicon pixel detector, JINST, vol.9, p.95, 2014.
URL : https://hal.archives-ouvertes.fr/in2p3-01024297

G. Mullier, The upgraded Pixel Detector of the ATLAS experiment for Run-2 at the Large Hadron Collider, Journal of Instrumentation, vol.11, p.94, 2016.

. , Pixel detector and IBL 2015 Plots, tech. rep, p.96

S. Grinstein, The ATLAS Forward Proton Detector (AFP), Nucl. Part. Phys. Proc, p.99, 2016.

. , Early Inner Detector Tracking Performance in the 2015 data at ? s = 13 TeV, p.102, 2015.

. , Performance of primary vertex reconstruction in proton-proton collisions at ? s=7 TeV in the ATLAS experiment, tech. rep. ATLAS-CONF-2010-069, p.101, 2010.

M. Cacciari, G. P. Salam, and G. Soyez, The anti-k t jet clustering algorithm, Journal of High Energy Physics, p.101, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00345768

, Electron efficiency measurements with the ATLAS detector using the 2015 LHC proton-proton collision data, p.103, 2016.

, Update of the Computing Models of the WLCG and the LHC Experiments, p.105, 2014.

S. Höche, F. Krauss, and M. Schönherr, QCD matrix elements + parton showers: The NLO case, JHEP, issue.04, p.106, 2013.

T. Sjöstrand, S. Mrenna, and P. Z. Skands, PYTHIA 6.4 Physics and Manual, JHEP, vol.123, issue.0605, p.106, 2006.

T. Sjöstrand, S. Mrenna, and P. Z. Skands, A Brief Introduction to PYTHIA 8.1, Comput. Phys. Commun, vol.178, p.852, 2008.

M. Bahr, Herwig++ Physics and Manual, Eur. Phys. J, vol.58, p.106, 2008.

J. Bellm, S. Gieseke, and D. Grellscheid, Herwig 7.0/Herwig++ 3.0 release note, The European Physical Journal C, vol.76, p.106, 2016.

T. Gleisberg, S. Hoeche, and F. Krauss, Event generation with SHERPA 1.1, JHEP, vol.0902, p.106, 2009.

S. Frixione and B. R. Webber, Matching NLO QCD computations and parton shower simulations, JHEP, issue.0206, p.106, 2002.

A. Rimoldi and A. Dell'acqua, The Full detector simulation for the ATLAS experiment: Status and outlook, vol.001, p.106, 2003.

. , Optimisation and performance studies of the ATLAS b-tagging algorithms for the 2017-18 LHC run, p.110, 2017.

R. Zaidan, A search for a charged Higgs boson in the H + ? tb channel and b-tagging algorithms with the ATLAS experiment at the LHC, Theses: Université de la Méditerranée-Aix-Marseille II, p.110, 2009.
URL : https://hal.archives-ouvertes.fr/tel-00546131

K. G. Tomiwa, Performance of Jet Vertex Tagger in suppression of pileup jets and E miss T in ATLAS detector, Journal of Physics: Conference Series, vol.802, p.110, 2017.

. , Optimisation of the ATLAS b-tagging performance for the 2016 LHC Run, vol.137, pp.112-114, 2016.

, Vertex reconstruction and track bundling at the LEP collider using robust algorithms, vol.96, p.115, 1996.

. , ATLAS Inner Tracker Performance at the beginning of the LHC Run-2, vol.134, p.123, 2016.

S. Frixione, P. Nason, and C. Oleari, Matching NLO QCD computations with Parton Shower simulations: the POWHEG method, JHEP, issue.0711, p.70, 2007.

. , IBL Efficiency and Single Point Resolution in Collision Events, p.134, 2016.

M. Aaboud, Search for a scalar partner of the top quark in the jets plus missing transverse momentum final state at ? s=13 TeV with the ATLAS detector, JHEP, vol.12, p.162, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01704820

, EPJ Web Conf, vol.182, p.162, 2017.

D. Bogavac, A. Cervelli, and J. Lorenz, Search for chargino and neutralino production in final state with one lepton, two b-jets consistent with a Higgs boson, and missing transverse momentum at ? s = 13 TeV with the ATLAS detector, p.163, 2017.

M. Onofrio, D. Miller, and A. D. Santo, Search for chargino and neutralino production in final state with a Higgs boson, and missing transverse momentum at ? s = 13 TeV with the ATLAS detector, p.164, 2018.

G. Aad, , p.125

, Eur. Phys. J, vol.75, p.164, 2015.

A. M. Sirunyan, Combined search for electroweak production of charginos and neutralinos in proton-proton collisions at ? s = 13 TeV, JHEP, issue.03, p.164, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01703674

J. Alwall, R. Frederix, and S. Frixione, The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations, JHEP, vol.167, issue.07, p.166, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00986880

R. D. Ball, Parton distributions with LHC data, Nucl. Phys. B, vol.867, p.244, 2013.

. , ATLAS Run 1 Pythia8 tunes, vol.167, p.166, 2014.

L. Lönnblad and S. Prestel, Merging Multi-leg NLO Matrix Elements with Parton Showers, JHEP, issue.03, p.166, 2013.

D. J. Lange, The EvtGen particle decay simulation package, Nucl. Instrum. Meth. A, vol.462, p.166, 2001.

C. Borschensky, M. Kramer, and A. Kulesza, Squark and gluino production cross sections in pp collisions at ? s = 13, vol.14

, Eur. Phys. J. C, vol.74, p.166, 2014.

S. Alioli, P. Nason, and C. Oleari, A general framework for implementing NLO calculations in shower Monte Carlo programs: the POWHEG BOX, JHEP, vol.1006, p.166, 2010.

H. Lai, M. Guzzi, and J. Huston, New parton distributions for collider physics, Phys. Rev. D, vol.82, p.166, 2010.

T. Sjöstrand, S. Mrenna, and P. Z. Skands, PYTHIA 6.4 Physics and Manual, JHEP, vol.167, issue.05, p.166, 2006.

P. Z. Skands, Tuning Monte Carlo Generators: The Perugia Tunes, Phys. Rev. D, vol.82, p.167, 2010.

J. Alwall, R. Frederix, and S. Frixione, The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations, JHEP, issue.07, p.167, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00986880

S. Gieseke, C. Rohr, and A. Siodmok, Colour reconnections in Herwig++, Eur. Phys. J. C, vol.72, p.167, 2012.

G. Polesello and D. R. Tovey, Supersymmetric particle mass measurement with the boost-corrected contransverse mass, JHEP, issue.03, p.169, 2010.

J. E. Gaiser, Charmonium Spectroscopy From Radiative Decays of the J/? and ? ?, p.173, 1982.

K. Cranmer, Statistical Problems in Particle Physics, STATISTICAL CHALLENGES FOR SEARCHES FOR NEW PHYSICS AT THE LHC, vol.112, p.174

M. Kramer, A. Kulesza, and R. Van-der-leeuw, Supersymmetry production cross sections in pp collisions at ? s = 7 TeV, p.182, 2012.

P. M. Nadolsky, H. Lai, and Q. Cao, Implications of CTEQ global analysis for collider observables, Phys. Rev, vol.78, p.182, 2008.

A. D. Martin, W. J. Stirling, and R. S. Thorne, Parton distributions for the LHC, Eur. Phys. J, vol.63, p.182, 2009.

M. Baak, G. J. Besjes, and D. Côte, HistFitter software framework for statistical data analysis, Eur. Phys. J, vol.75, p.185, 2015.

T. Junk, Confidence level computation for combining searches with small statistics, Nucl. Instrum. Meth, vol.434, p.188, 1999.

. , Summary plots from the ATLAS Supersymmetry physics group, p.190, 2018.

. , Prospect for a search for direct pair production of a chargino and a neutralino decaying via a W boson and the lightest Higgs boson in final states with one lepton, two b-jets and missing transverse momentum at the high luminosity LHC with the ATLAS Detector, p.189, 0190.

C. Atlas, Letter of Intent for the Phase-II Upgrade of the ATLAS Experiment, 2012.

O. S. Brüning, P. Collier, and P. Lebrun, LHC Design Report, 2004.

J. Stirling, Parton Luminosity and Cross-section plots, tech. rep

. , Summary plots from the ATLAS Standard Model physics group

A. Team, Computer-generated diagram of an LHC dipole. Schéma d'un dipôle du LHC, 1998.

R. Alemany-fernandez, E. Bravin, and L. Drosdal, Operation and Configuration of the LHC in Run 1, 2013.

R. Bruce, G. Arduini, and H. Bartosik, LHC Run 2: Results and Challenges, 2016.

. , Elastic Scattering and Diffraction Dissociation at the LHC: Technical Proposal, TOTEM, Total Cross Section, 1999.

. , The LHCf detector at the CERN Large Hadron Collider, Journal of Instrumentation, vol.3, 2008.

. , Electron efficiency measurements with the ATLAS detector using the 2012 LHC proton-proton collision data, 2014.

T. Davidek, M. Volpi, and T. Zenis, Response of the ATLAS Tile Calorimeter to Hadrons in Stand-Alone Testbeam Data, The note has been updated using comments received by both referees, 2009.

. , The Expected Performance of the ATLAS Inner Detector, 2008.

. , Studies of the ATLAS Inner Detector material using ? s =13 TeV pp collision data, 2015.

. , ATLAS public web page, tech. rep

. , Event Displays from Collision Data public page, tech. rep

. , Alignment of the ATLAS Inner Detector with the initial LHC data at ? s = 13 TeV, 2015.

N. Nikiforou, Performance of the ATLAS Liquid Argon Calorimeter after three years of LHC operation and plans for a future upgrade, Proceedings, 3rd International Conference on Advancements in Nuclear Instrumentation Measurement Methods and their Applications, 2013.

F. Marseille, , 2013.

. , Readiness of the ATLAS Liquid Argon Calorimeter for LHC Collisions, Eur. Phys. J, vol.70, p.723, 2010.

G. W. Wilburn, A. Mattillion, and G. Facini, Tile Calorimeter Cell Energy Distribution Using 2015 Collision Data at ? s = 13 and 0.9 TeV, 2016.

. , Commissioning of the ATLAS Muon Spectrometer with Cosmic Rays, Eur. Phys. J, vol.70, p.875, 2010.

P. Nason, A New method for combining NLO QCD with shower Monte Carlo algorithms, JHEP, issue.0411, p.40, 2004.
DOI : 10.1088/1126-6708/2004/11/040
URL : http://iopscience.iop.org/article/10.1088/1126-6708/2004/11/040/pdf

F. Cascioli, P. Maierhofer, and S. Pozzorini, Scattering Amplitudes with Open Loops, Phys. Rev. Lett, vol.108, p.111601, 2012.

T. G. Cornelissen, N. Van-eldik, and M. Elsing, Updates of the ATLAS Tracking Event Data Model (Release 13), 2007.

. , Particle Identification Performance of the ATLAS Transition Radiation Tracker, tech. rep. ATLAS-CONF-2011-128, 2011.

T. Cornelissen, M. Elsing, and S. Fleischmann, Concepts, Design and Implementation of the ATLAS New Tracking (NEWT), 2007.

. , Reconstruction of primary vertices at the ATLAS experiment in Run 1 proton-proton collisions at the LHC, 2016.

. , The Optimization of ATLAS Track Reconstruction in Dense Environments, 2015.

. , Comparison of the impact parameter resolution in Run 1 and Run 2, tech. rep

. , Muon reconstruction efficiency and momentum resolution of the ATLAS experiment in proton-proton collisions at ? s = 7 TeVin, 2010.

, The European Physical Journal C, vol.74, pp.1434-6052, 2014.

. , Muon reconstruction performance of the ATLAS detector in proton-proton collision data at ? s = 13 TeV, The European Physical Journal C, vol.76, pp.1434-6052, 2016.

. , Electron and photon reconstruction and identification in ATLAS: expected performance at high energy and results at 900 GeV, tech. rep. ATLAS-CONF-2010-005, 2010.

W. Lampl, S. Laplace, and D. Lelas, Calorimeter Clustering Algorithms: Description and Performance, 2008.

. , Expected electron performance in the ATLAS experiment, 2011.

. , Photon identification in 2015 ATLAS data, 2016.

. , Jet energy measurement with the ATLAS detector in proton-proton collisions at ? s = 7 TeV, The European Physical Journal C, vol.73, pp.1434-6052, 2013.

. , Tagging and suppression of pileup jets with the ATLAS detector, 2014.

. , Jet Calibration and Systematic Uncertainties for Jets Reconstructed in the ATLAS Detector at ? s = 13 TeV, 2015.

. , Tau Reconstruction and Identification Performance in ATLAS, tech. rep. ATLAS-CONF-2010-086, 2010.

, Performance of missing transverse momentum reconstruction for the ATLAS detector in the first proton-proton collisions at at ? s= 13 TeV, 2015.

, Technical Design Report for the ATLAS ITk Pixel Detector, 2017.

E. B. , LHC hit the target!. Dernières nouvelles du LHC : l'accélérateur a atteint son objectif !, p.4, 2016.

M. Cacciari, G. P. Salam, and G. Soyez, The catchment area of jets, Journal of High Energy Physics, p.5, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00345766

M. Cacciari and G. P. Salam, Pileup subtraction using jet areas, Physics Letters B, vol.659, pp.370-2693, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00170228

D. J. Lange, The EvtGen particle decay simulation package, BEAUTY2000, Proceedings of the 7th Int. Conf. on B-Physics at Hadron Machines, vol.462, pp.168-9002, 2001.

J. Pumplin, D. R. Stump, and J. Huston, New Generation of Parton Distributions with Uncertainties from Global QCD Analysis, Journal of High Energy Physics, vol.2002, p.12, 2002.

H. Lai, M. Guzzi, and J. Huston, New parton distributions for collider physics, Phys. Rev. D, vol.82, p.74024, 2010.

L. Breiman, J. Friedman, and C. Stone, Classification and Regression Trees, The Wadsworth and Brooks-Cole statistics-probability series, 1984.

A. L. Jeremy and G. Siek-lie-quan-lee, The: User Guide and Reference Manual, Boost Graph Library, 2001.

A. Banfi, G. P. Salam, and G. Zanderighi, Accurate QCD predictions for heavy-quark jets at the Tevatron and LHC, Journal of High Energy Physics, p.26, 2007.
URL : https://hal.archives-ouvertes.fr/hal-00170224

R. E. Torres, Search for the Higgs boson in the ttH(H ? bb) channel and the identification of jets containing two B hadrons with the ATLAS experiment, Theses: Centre de Physique des Particules de Marseille, 2016.
URL : https://hal.archives-ouvertes.fr/tel-01516435

T. Liu, L. Wang, and J. M. Yang, Pseudo-goldstino and electroweakinos via VBF processes at LHC, JHEP, issue.02, p.177, 2015.

G. Aad, Muon reconstruction performance of the ATLAS detector in proton-proton collision data at ? s =13 TeV, Eur. Phys. J, vol.76, p.103, 2016.
URL : https://hal.archives-ouvertes.fr/in2p3-01290447

, We checked the number of truth heavy flavor jets(nHF) and the number of truth light flavor jets (nLF) variations from the CR to VR(off, on) and SR using the t ¯ t samples. The nHF is the sum of the number of truth b-jets and the number of truth c-jets, nLF is the sum of the number of truth light-jets and the number of truth hadronic tau. Figure 0.29 shows a comparison of the nHF (left) and nLF (right) normalized distributions for the different low (upper plots), medium (middle plots) and high (bottom plots) regions. We observe similar distributions HF/LF jets numbers in all regions. The low m T regions are where we see the biggest deviation, but these regions have low statistics and these deviations are covered by statistics uncertainties. Figure 11.10 shows the mean HF/LF numbers as function of m CT (upper plots), m bb (bottom plots) for the t ¯ t events in control, validation and signal regions, CR/VR/SRs The truth composition in terms of heavy flavor was studied as well