Matches in SemOpenAlex for { <https://semopenalex.org/work/W3126277478> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3126277478 abstract "Methods for automatically learning to solve routing problems are rapidly improving in performance. While most of these methods excel at generating solutions quickly, they are unable to effectively utilize longer run times because they lack a sophisticated search component. We present a learning-based optimization approach that allows a guided search in the distribution of high-quality solutions for a problem instance. More precisely, our method uses a conditional variational autoencoder that learns to map points in a continuous (latent) search space to high-quality, instance-specific routing problem solutions. The learned space can then be searched by any unconstrained continuous optimization method. We show that even using a standard differential evolution search strategy our approach is able to outperform existing purely machine learning based approaches." @default.
- W3126277478 created "2021-02-15" @default.
- W3126277478 creator A5005733219 @default.
- W3126277478 creator A5024059389 @default.
- W3126277478 creator A5047606053 @default.
- W3126277478 date "2021-05-03" @default.
- W3126277478 modified "2023-09-24" @default.
- W3126277478 title "Learning a Latent Search Space for Routing Problems using Variational Autoencoders" @default.
- W3126277478 cites W1510789705 @default.
- W3126277478 cites W1595159159 @default.
- W3126277478 cites W1597286183 @default.
- W3126277478 cites W1847149053 @default.
- W3126277478 cites W1924770834 @default.
- W3126277478 cites W1959608418 @default.
- W3126277478 cites W2000648597 @default.
- W3126277478 cites W2015717108 @default.
- W3126277478 cites W2105002757 @default.
- W3126277478 cites W2130942839 @default.
- W3126277478 cites W2168079536 @default.
- W3126277478 cites W2188365844 @default.
- W3126277478 cites W2607264901 @default.
- W3126277478 cites W2753738274 @default.
- W3126277478 cites W2805798351 @default.
- W3126277478 cites W2884980254 @default.
- W3126277478 cites W2886659043 @default.
- W3126277478 cites W2888429796 @default.
- W3126277478 cites W2912555327 @default.
- W3126277478 cites W2948433391 @default.
- W3126277478 cites W2952332632 @default.
- W3126277478 cites W2956961449 @default.
- W3126277478 cites W2962979969 @default.
- W3126277478 cites W2963439114 @default.
- W3126277478 cites W2963676163 @default.
- W3126277478 cites W2963819570 @default.
- W3126277478 cites W2964121744 @default.
- W3126277478 cites W2967112359 @default.
- W3126277478 cites W2970706905 @default.
- W3126277478 cites W3090479233 @default.
- W3126277478 cites W796041 @default.
- W3126277478 hasPublicationYear "2021" @default.
- W3126277478 type Work @default.
- W3126277478 sameAs 3126277478 @default.
- W3126277478 citedByCount "4" @default.
- W3126277478 countsByYear W31262774782021 @default.
- W3126277478 crossrefType "proceedings-article" @default.
- W3126277478 hasAuthorship W3126277478A5005733219 @default.
- W3126277478 hasAuthorship W3126277478A5024059389 @default.
- W3126277478 hasAuthorship W3126277478A5047606053 @default.
- W3126277478 hasConcept C101738243 @default.
- W3126277478 hasConcept C108583219 @default.
- W3126277478 hasConcept C111919701 @default.
- W3126277478 hasConcept C119857082 @default.
- W3126277478 hasConcept C123784306 @default.
- W3126277478 hasConcept C126255220 @default.
- W3126277478 hasConcept C154945302 @default.
- W3126277478 hasConcept C2778572836 @default.
- W3126277478 hasConcept C31258907 @default.
- W3126277478 hasConcept C33923547 @default.
- W3126277478 hasConcept C41008148 @default.
- W3126277478 hasConcept C74172769 @default.
- W3126277478 hasConceptScore W3126277478C101738243 @default.
- W3126277478 hasConceptScore W3126277478C108583219 @default.
- W3126277478 hasConceptScore W3126277478C111919701 @default.
- W3126277478 hasConceptScore W3126277478C119857082 @default.
- W3126277478 hasConceptScore W3126277478C123784306 @default.
- W3126277478 hasConceptScore W3126277478C126255220 @default.
- W3126277478 hasConceptScore W3126277478C154945302 @default.
- W3126277478 hasConceptScore W3126277478C2778572836 @default.
- W3126277478 hasConceptScore W3126277478C31258907 @default.
- W3126277478 hasConceptScore W3126277478C33923547 @default.
- W3126277478 hasConceptScore W3126277478C41008148 @default.
- W3126277478 hasConceptScore W3126277478C74172769 @default.
- W3126277478 hasLocation W31262774781 @default.
- W3126277478 hasOpenAccess W3126277478 @default.
- W3126277478 hasPrimaryLocation W31262774781 @default.
- W3126277478 hasRelatedWork W1495011881 @default.
- W3126277478 hasRelatedWork W1680523376 @default.
- W3126277478 hasRelatedWork W2101174032 @default.
- W3126277478 hasRelatedWork W2114687827 @default.
- W3126277478 hasRelatedWork W2163203923 @default.
- W3126277478 hasRelatedWork W2607264901 @default.
- W3126277478 hasRelatedWork W2765249813 @default.
- W3126277478 hasRelatedWork W2963203862 @default.
- W3126277478 hasRelatedWork W2994967491 @default.
- W3126277478 hasRelatedWork W3033044509 @default.
- W3126277478 hasRelatedWork W3040879766 @default.
- W3126277478 hasRelatedWork W3048063631 @default.
- W3126277478 hasRelatedWork W3096080671 @default.
- W3126277478 hasRelatedWork W3127407558 @default.
- W3126277478 hasRelatedWork W3132134635 @default.
- W3126277478 hasRelatedWork W3182154954 @default.
- W3126277478 hasRelatedWork W3194071146 @default.
- W3126277478 hasRelatedWork W3197555620 @default.
- W3126277478 hasRelatedWork W3200243290 @default.
- W3126277478 hasRelatedWork W83852985 @default.
- W3126277478 isParatext "false" @default.
- W3126277478 isRetracted "false" @default.
- W3126277478 magId "3126277478" @default.
- W3126277478 workType "article" @default.