Search for type-III seesaw heavy leptons with the ATLAS detector at the LHCNovak, Tadej (Avtor) Kerševan, Borut Paul (Mentor) seesaw mechanismtype-III seesawfermion tripletmachine learningboosted decision treesneural networksATLASCERNLHC Run 2dileptontwo jetsmissing transverse energyThe thesis presents a search for the pair production of heavy leptons as predicted by the type-III seesaw mechanism. The search uses proton-proton collision data at a centre-of-mass energy of 13 TeV, corresponding to 139 fb$^{-1}$ of integrated luminosity recorded by the ATLAS detector during Run 2 of the Large Hadron Collider. The analysis focuses on the final state with two light leptons (electrons or muons) of different flavour and charge combinations, with at least two jets and large missing transverse momentum. A cut-based approach is extended using a multivariate analysis. No significant excess over the Standard Model expectation is observed. The results are translated into exclusion limits on heavy lepton masses, and the observed lower limit on the mass of the type-III seesaw heavy leptons is 790 GeV using cut-based and 950 GeV using multivariate approach at 95% confidence level.20202020-09-20 08:15:02Doktorsko delo/naloga120457sl