FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2960532465> ?p ?o ?g. }

• W2960532465 abstract "Recent advances in Deep Reinforcement Learning (DRL) techniques are providing a dramatic improvement in decision-making and automated control problems. As a result, we are witnessing a growing number of research works that are proposing ways of applying DRL techniques to network-related problems such as routing. However, such proposals failed to achieve good results, often under-performing traditional routing techniques. We argue that successfully applying DRL-based techniques to networking requires finding good representations of the network parameters: feature engineering. DRL agents need to represent both the state (e.g., link utilization) and the action space (e.g., changes to the routing policy). In this paper, we show that existing approaches use straightforward representations that lead to poor performance. We propose a novel representation of the state and action that outperforms existing ones and that is flexible enough to be applied to many networking use-cases. We test our representation in two different scenarios: (i) routing in optical transport networks and (ii) QoS-aware routing in IP networks. Our results show that the DRL agent achieves significantly better performance compared to existing state/action representations." @default.
• W2960532465 created "2019-07-23" @default.
• W2960532465 creator A5004121136 @default.
• W2960532465 creator A5004705466 @default.
• W2960532465 creator A5022604877 @default.
• W2960532465 creator A5038108098 @default.
• W2960532465 creator A5074749359 @default.
• W2960532465 creator A5078081960 @default.
• W2960532465 creator A5091745795 @default.
• W2960532465 date "2019-05-01" @default.
• W2960532465 modified "2023-10-17" @default.
• W2960532465 title "Feature Engineering for Deep Reinforcement Learning Based Routing" @default.
• W2960532465 cites W1678619878 @default.
• W2960532465 cites W1972958050 @default.
• W2960532465 cites W2145339207 @default.
• W2960532465 cites W2147421818 @default.
• W2960532465 cites W2512877821 @default.
• W2960532465 cites W2620303912 @default.
• W2960532465 cites W2768254111 @default.
• W2960532465 cites W2793477598 @default.
• W2960532465 cites W3126135128 @default.
• W2960532465 cites W3162562816 @default.
• W2960532465 doi "https://doi.org/10.1109/icc.2019.8761276" @default.
• W2960532465 hasPublicationYear "2019" @default.
• W2960532465 type Work @default.
• W2960532465 sameAs 2960532465 @default.
• W2960532465 citedByCount "28" @default.
• W2960532465 countsByYear W29605324652019 @default.
• W2960532465 countsByYear W29605324652020 @default.
• W2960532465 countsByYear W29605324652021 @default.
• W2960532465 countsByYear W29605324652022 @default.
• W2960532465 countsByYear W29605324652023 @default.
• W2960532465 crossrefType "proceedings-article" @default.
• W2960532465 hasAuthorship W2960532465A5004121136 @default.
• W2960532465 hasAuthorship W2960532465A5004705466 @default.
• W2960532465 hasAuthorship W2960532465A5022604877 @default.
• W2960532465 hasAuthorship W2960532465A5038108098 @default.
• W2960532465 hasAuthorship W2960532465A5074749359 @default.
• W2960532465 hasAuthorship W2960532465A5078081960 @default.
• W2960532465 hasAuthorship W2960532465A5091745795 @default.
• W2960532465 hasBestOaLocation W29605324652 @default.
• W2960532465 hasConcept C104954878 @default.
• W2960532465 hasConcept C108583219 @default.
• W2960532465 hasConcept C11413529 @default.
• W2960532465 hasConcept C119857082 @default.
• W2960532465 hasConcept C120314980 @default.
• W2960532465 hasConcept C138885662 @default.
• W2960532465 hasConcept C154945302 @default.
• W2960532465 hasConcept C17744445 @default.
• W2960532465 hasConcept C196423136 @default.
• W2960532465 hasConcept C199539241 @default.
• W2960532465 hasConcept C204948658 @default.
• W2960532465 hasConcept C2776359362 @default.
• W2960532465 hasConcept C2776401178 @default.
• W2960532465 hasConcept C2778827112 @default.
• W2960532465 hasConcept C31258907 @default.
• W2960532465 hasConcept C41008148 @default.
• W2960532465 hasConcept C41895202 @default.
• W2960532465 hasConcept C48103436 @default.
• W2960532465 hasConcept C59404180 @default.
• W2960532465 hasConcept C74172769 @default.
• W2960532465 hasConcept C94625758 @default.
• W2960532465 hasConcept C97541855 @default.
• W2960532465 hasConceptScore W2960532465C104954878 @default.
• W2960532465 hasConceptScore W2960532465C108583219 @default.
• W2960532465 hasConceptScore W2960532465C11413529 @default.
• W2960532465 hasConceptScore W2960532465C119857082 @default.
• W2960532465 hasConceptScore W2960532465C120314980 @default.
• W2960532465 hasConceptScore W2960532465C138885662 @default.
• W2960532465 hasConceptScore W2960532465C154945302 @default.
• W2960532465 hasConceptScore W2960532465C17744445 @default.
• W2960532465 hasConceptScore W2960532465C196423136 @default.
• W2960532465 hasConceptScore W2960532465C199539241 @default.
• W2960532465 hasConceptScore W2960532465C204948658 @default.
• W2960532465 hasConceptScore W2960532465C2776359362 @default.
• W2960532465 hasConceptScore W2960532465C2776401178 @default.
• W2960532465 hasConceptScore W2960532465C2778827112 @default.
• W2960532465 hasConceptScore W2960532465C31258907 @default.
• W2960532465 hasConceptScore W2960532465C41008148 @default.
• W2960532465 hasConceptScore W2960532465C41895202 @default.
• W2960532465 hasConceptScore W2960532465C48103436 @default.
• W2960532465 hasConceptScore W2960532465C59404180 @default.
• W2960532465 hasConceptScore W2960532465C74172769 @default.
• W2960532465 hasConceptScore W2960532465C94625758 @default.
• W2960532465 hasConceptScore W2960532465C97541855 @default.
• W2960532465 hasLocation W29605324651 @default.
• W2960532465 hasLocation W29605324652 @default.
• W2960532465 hasOpenAccess W2960532465 @default.
• W2960532465 hasPrimaryLocation W29605324651 @default.
• W2960532465 hasRelatedWork W2050601944 @default.
• W2960532465 hasRelatedWork W2113772903 @default.
• W2960532465 hasRelatedWork W2129752940 @default.
• W2960532465 hasRelatedWork W2187137155 @default.
• W2960532465 hasRelatedWork W2356045539 @default.
• W2960532465 hasRelatedWork W2960532465 @default.
• W2960532465 hasRelatedWork W3164948662 @default.
• W2960532465 hasRelatedWork W3199964822 @default.
• W2960532465 hasRelatedWork W3200179079 @default.
• W2960532465 hasRelatedWork W4319083788 @default.
• W2960532465 isParatext "false" @default.

• next