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Algorithms: Best Order Sort
Maxim Buzdalov edited this page Dec 30, 2018
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@inproceedings{ best-order-sort-gecco,
author = {Proteek Chandan Roy and Md. Monirul Islam and Kalyanmoy Deb},
title = {Best Order Sort: A New Algorithm to Non-dominated Sorting
for Evolutionary Multi-objective Optimization},
booktitle = {Proceedings of the Genetic and Evolutionary Computation
Conference Companion},
year = {2016},
pages = {1113-1120},
publisher = {ACM},
langid = {english}
}
How to get an instance:
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BestOrderSort
.getProteekImplementation()
-- returns an implementation which is directly based on Proteek's code with necessary interface adaptations and removing the special case for M=2. -
BestOrderSort
.getImprovedImplementation()
-- returns the same ideas reimplemented from scratch with lower-level data structures, which brought a steady 1.5x speedup.
Both implementations require O(MN) memory and have worst-case running time complexity O(MN^2). However, these algorithms are very fast, especially in medium dimensions, small numbers of fronts and less than 10^5 points.