  The objective scaling ensemble approach is a novel two-phase heuristic for
integer linear programming problems shown to be effective on a wide variety of
integer linear programming problems. The technique identifies and aggregates
multiple partial solutions to modify the problem formulation and significantly
reduce the search space. An empirical analysis on publicly available benchmark
problems demonstrate the efficacy of our approach by outperforming standard
solution strategies implemented in modern optimization software.
