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Abstract: This thesis presents a search for vector boson fusion production of
Higgs bosons in the H->WW->lnulnu channel using the 20fb^-1 2012 ATLAS data set. The
analysis uses support vector machines in order to distinguish signal and background events.
First, an analysis is performed using a 2-class support vector machine, designed to
separate signal events from all backgrounds. In addition,... read more