TY - GEN N2 - In 1964, a mechanism explaining the origin of particle masses was proposed by Robert Brout, Francois Englert, and Peter W. Higgs. 48 years later, in 2012, the so-called Higgs boson was discovered in proton-proton collisions recorded by experiments at the LHC. Since then, its ability to interact with quarks remained experimentally unconfirmed. This book presents a search for Higgs bosons produced in association with top quarks ttH in data recorded with the CMS detector in 2016. It focuses on Higgs boson decays into bottom quarks H bb and top quark pair decays involving at least one lepton. In this analysis, a multiclass classification approach using deep learning techniques was applied for the first time. In light of the dominant background contribution from tt production, the developed method proved to achieve superior sensitivity with respect to existing techniques. In combination with searches in different decay channels, the presented work contributed to the first observations of ttH production and H bb decays. DO - 10.1007/978-3-030-65380-4 DO - doi AB - In 1964, a mechanism explaining the origin of particle masses was proposed by Robert Brout, Francois Englert, and Peter W. Higgs. 48 years later, in 2012, the so-called Higgs boson was discovered in proton-proton collisions recorded by experiments at the LHC. Since then, its ability to interact with quarks remained experimentally unconfirmed. This book presents a search for Higgs bosons produced in association with top quarks ttH in data recorded with the CMS detector in 2016. It focuses on Higgs boson decays into bottom quarks H bb and top quark pair decays involving at least one lepton. In this analysis, a multiclass classification approach using deep learning techniques was applied for the first time. In light of the dominant background contribution from tt production, the developed method proved to achieve superior sensitivity with respect to existing techniques. In combination with searches in different decay channels, the presented work contributed to the first observations of ttH production and H bb decays. T1 - Search for tt̄H production in the H --> bb̄ decay channel / AU - Rieger, Marcel, CN - QC793.5.B625 N1 - "Doctoral thesis accepted by RWTH Aachen University, Aachen, Germany." ID - 1434518 KW - Higgs bosons. KW - Quarks. KW - Collisions (Nuclear physics) KW - Radioactive decay. KW - Bosons de Higgs. KW - Quarks. KW - Collisions (Physique nucléaire) KW - Décroissance radioactive. SN - 9783030653804 SN - 3030653803 TI - Search for tt̄H production in the H --> bb̄ decay channel / LK - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-030-65380-4 UR - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-030-65380-4 ER -