  The CMS collaboration has performed a search for an associated production of
Higgs bosons and single top quarks in the $H\to b\bar b$ decay channel. The
measurement is challenged by a complex multijet final state and an overwhelming
background from top-quark pair production. These proceedings address a
particular aspect of the search and describe the procedure deployed to
discriminate the signal process from backgrounds.
