info:eu-repo/semantics/report
G-Indicator: an M-ary Quality Indicator for the Evaluation of Non-Dominated Sets
Autor
ARTURO HERNANDEZ AGUIRRE
Institución
Resumen
An open problem in multi{objective optimization using the Pareto optimality criteria, is how to evaluate
the performance of diÆerent evolutionary algorithms that solve multi{objective problems. As the output of
these algorithms is a non{dominated set (NS), this problem can be reduced to evaluate what NS is better
than the others based on their projection on the objective space. In this work we propose a new performance
measure for the evaluation of NSs, that does not need any information a priori of the multiobjective problem.
Neither it needs any parameter tuning. Besides, its evaluations of the NSs agree with intuition. Also, we
introduce a benchmark of test cases to evaluate performance measures, that considers several topologies of
the Pareto Front.
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