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geneura-papers / 2016-HPCA-HPMOON

Paper on overlapping search space in moeas for HPCA Journal
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[ASOCO-R2-REFEREE2] Write first paragraph discussing the motivation #29

Open fergunet opened 5 years ago

fergunet commented 5 years ago

2- The first paragraph of introduction should discuss about the study motivation and how the proposal can improve on the state of art?

fergunet commented 5 years ago

Added:

One of the most extensively used methods to deal with high-dimensional, Multi-Objective Optimization problems (MOPs) are distributed co-evolutionary algorithms \cite{Gong15models}. However, only decomposable problems could strictly be implemented in parallel this way. A new parallel island-model evolutionary algorithm approach \cite{Alba02Parallelism}, is used here to deal with un-decomposable problems: instead of sharing parts of individuals, each island, hosted by a single processor, applies the variation operators to a specific subset of the whole individual. This avoids extra steps to recompose the complete individuals from other islands before evaluation.