1. Določitev polarizacij bozonov v procesu sipanja vektorskih bozonov na Velikem hadronskem trkalnikuJakob Novak, 2018, master's thesis Keywords: Sipanje vektorskih bozonov, standardni model, Monte-Carlo generatorji, hitra detektorska simulacija, meritev polarizacije bozona $W$, MAOS algoritem, ATLAS detektor, PDF negotovost Full text (file, 3,56 MB) |
2. Search for new physics processes with same sign leptons in the final state with the ATLAS detectorMiha Muškinja, 2018, doctoral dissertation Keywords: ATLAS, same-charge leptons, seesaw model, Higgs: charge 2, neutrino: right-handed, CERN LHC, two jets, left-right symmetry, Higgs: pair production, neutrino: heavy, 13 TeV Full text (file, 12,07 MB) |
3. Search for type-III seesaw heavy leptons with the ATLAS detector at the LHCTadej Novak, 2020, doctoral dissertation Keywords: seesaw mechanism, type-III seesaw, fermion triplet, machine learning, boosted decision trees, neural networks, ATLAS, CERN, LHC Run 2, dilepton, two jets, missing transverse energy Full text (file, 6,47 MB) |
4. Uporaba strojnega učenja za simulacijo porazdelitev opazljivk na Velikem hadronskem trkalnikuJan Gavranovič, 2022, master's thesis Keywords: fizika osnovnih delcev, LHC, Monte Carlo simulacije, strojno učenje, generativno modeliranje, variacijski avtoenkoderji, normalizacijski tokovi Full text (file, 9,88 MB) |
5. Search for type-II seesaw mechanism processes with same charge leptons in the final states with the ATLAS detectorBlaž Leban, 2023, doctoral dissertation Keywords: ATLAS, CERN, LHC Run 2, left-right symmetry, type-II seesaw, Zee-Babu model, machine learning, boosted decision trees, neural networks, same-charge leptons, doubly charged Higgs, lepton flavour violation Full text (file, 9,17 MB) |
6. Uporaba metod strojnega učenja za hitro ekstrapolacijo sledi delcev v detektorjih na Velikem hadronskem trkalnikuKrištof Špenko, 2022, master's thesis Keywords: strojno učenje, regresija z Gaussovimi procesi, osnovni delci, ekstrapolacija, regresija, magnetno polje, detektorji delcev, rekonstrukcija, sledi delcev, dipol Full text (file, 7,08 MB) |
7. Search for Higgs boson pair production with the ATLAS detector at the LHCJakob Novak, 2024, doctoral dissertation Keywords: ATLAS, machine learning, Higgs pair production, single-lepton, CERN, neural networks, Higgs self-interaction, two b-jets, LHC Run 2, classification problem, BSM scalar resonance, missing transverse momentum Full text (file, 21,47 MB) |