A PDE-based approach to nondominated sorting

J Calder, S Esedoglu, AO Hero - SIAM Journal on Numerical Analysis, 2015 - SIAM
SIAM Journal on Numerical Analysis, 2015SIAM
Nondominated sorting is a fundamental combinatorial problem in multiobjective optimization
and is equivalent to the longest chain problem in combinatorics and random growth models
for crystals in materials science. In a previous work [SIAM J. Math. Anal., 46 (2014), pp. 603--
638], we showed that nondominated sorting has a continuum limit that corresponds to
solving a Hamilton--Jacobi equation. In this work we present and analyze a fast numerical
scheme for this Hamilton--Jacobi equation and show how it can be used to design a fast …
Nondominated sorting is a fundamental combinatorial problem in multiobjective optimization and is equivalent to the longest chain problem in combinatorics and random growth models for crystals in materials science. In a previous work [SIAM J. Math. Anal., 46 (2014), pp. 603--638], we showed that nondominated sorting has a continuum limit that corresponds to solving a Hamilton--Jacobi equation. In this work we present and analyze a fast numerical scheme for this Hamilton--Jacobi equation and show how it can be used to design a fast algorithm for approximate nondominated sorting.
Society for Industrial and Applied Mathematics
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