FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950904710> ?p ?o ?g. }

• W2950904710 abstract "Making judicious channel access and transmission scheduling decisions is essential for improving performance as well as energy and spectral efficiency in multichannel wireless systems. This problem has been a subject of extensive study in the past decade, and the resulting dynamic and opportunistic channel access schemes can bring potentially significant improvement over traditional schemes. However, a common and severe limitation of these dynamic schemes is that they almost always require some form of a priori knowledge of the channel statistics. A natural remedy is a learning framework, which has also been extensively studied in the same context, but a typical learning algorithm in this literature seeks only the best static policy, with performance measured by weak regret, rather than learning a good dynamic channel access policy. There is thus a clear disconnect between what an optimal channel access policy can achieve with known channel statistics that actively exploits temporal, spatial and spectral diversity, and what a typical existing learning algorithm aims for, which is the static use of a single channel devoid of diversity gain. In this paper we bridge this gap by designing learning algorithms that track known optimal or sub-optimal dynamic channel access and transmission scheduling policies, thereby yielding performance measured by a form of strong regret, the accumulated difference between the reward returned by an optimal solution when a priori information is available and that by our online algorithm. We do so in the context of two specific algorithms that appeared in [1] and [2], respectively, the former for a multiuser single-channel setting and the latter for a single-user multichannel setting. In both cases we show that our algorithms achieve sub-linear regret uniform in time and outperforms the standard weak-regret learning algorithms." @default.
• W2950904710 created "2019-06-27" @default.
• W2950904710 creator A5061051273 @default.
• W2950904710 creator A5083047932 @default.
• W2950904710 date "2015-04-04" @default.
• W2950904710 modified "2023-09-27" @default.
• W2950904710 title "An Online Approach to Dynamic Channel Access and Transmission Scheduling" @default.
• W2950904710 cites W1918580425 @default.
• W2950904710 cites W1972058715 @default.
• W2950904710 cites W1976501316 @default.
• W2950904710 cites W1997388850 @default.
• W2950904710 cites W2007587873 @default.
• W2950904710 cites W2010189695 @default.
• W2950904710 cites W2033129021 @default.
• W2950904710 cites W2083896716 @default.
• W2950904710 cites W2094581499 @default.
• W2950904710 cites W2095157403 @default.
• W2950904710 cites W2099654130 @default.
• W2950904710 cites W2102015854 @default.
• W2950904710 cites W2107923614 @default.
• W2950904710 cites W2120125372 @default.
• W2950904710 cites W2125724988 @default.
• W2950904710 cites W2127169877 @default.
• W2950904710 cites W2129649030 @default.
• W2950904710 cites W2131257134 @default.
• W2950904710 cites W2157146750 @default.
• W2950904710 cites W2168405694 @default.
• W2950904710 cites W2338343974 @default.
• W2950904710 cites W2548395820 @default.
• W2950904710 cites W2949889744 @default.
• W2950904710 doi "https://doi.org/10.48550/arxiv.1504.01050" @default.
• W2950904710 hasPublicationYear "2015" @default.
• W2950904710 type Work @default.
• W2950904710 sameAs 2950904710 @default.
• W2950904710 citedByCount "0" @default.
• W2950904710 crossrefType "posted-content" @default.
• W2950904710 hasAuthorship W2950904710A5061051273 @default.
• W2950904710 hasAuthorship W2950904710A5083047932 @default.
• W2950904710 hasBestOaLocation W29509047101 @default.
• W2950904710 hasConcept C101722063 @default.
• W2950904710 hasConcept C107568181 @default.
• W2950904710 hasConcept C111472728 @default.
• W2950904710 hasConcept C11413529 @default.
• W2950904710 hasConcept C119857082 @default.
• W2950904710 hasConcept C120314980 @default.
• W2950904710 hasConcept C126255220 @default.
• W2950904710 hasConcept C127162648 @default.
• W2950904710 hasConcept C137246740 @default.
• W2950904710 hasConcept C138885662 @default.
• W2950904710 hasConcept C151730666 @default.
• W2950904710 hasConcept C165696696 @default.
• W2950904710 hasConcept C206729178 @default.
• W2950904710 hasConcept C2779343474 @default.
• W2950904710 hasConcept C31258907 @default.
• W2950904710 hasConcept C33923547 @default.
• W2950904710 hasConcept C37404715 @default.
• W2950904710 hasConcept C38652104 @default.
• W2950904710 hasConcept C41008148 @default.
• W2950904710 hasConcept C50817715 @default.
• W2950904710 hasConcept C5119721 @default.
• W2950904710 hasConcept C555944384 @default.
• W2950904710 hasConcept C75553542 @default.
• W2950904710 hasConcept C76155785 @default.
• W2950904710 hasConcept C86803240 @default.
• W2950904710 hasConcept C97541855 @default.
• W2950904710 hasConceptScore W2950904710C101722063 @default.
• W2950904710 hasConceptScore W2950904710C107568181 @default.
• W2950904710 hasConceptScore W2950904710C111472728 @default.
• W2950904710 hasConceptScore W2950904710C11413529 @default.
• W2950904710 hasConceptScore W2950904710C119857082 @default.
• W2950904710 hasConceptScore W2950904710C120314980 @default.
• W2950904710 hasConceptScore W2950904710C126255220 @default.
• W2950904710 hasConceptScore W2950904710C127162648 @default.
• W2950904710 hasConceptScore W2950904710C137246740 @default.
• W2950904710 hasConceptScore W2950904710C138885662 @default.
• W2950904710 hasConceptScore W2950904710C151730666 @default.
• W2950904710 hasConceptScore W2950904710C165696696 @default.
• W2950904710 hasConceptScore W2950904710C206729178 @default.
• W2950904710 hasConceptScore W2950904710C2779343474 @default.
• W2950904710 hasConceptScore W2950904710C31258907 @default.
• W2950904710 hasConceptScore W2950904710C33923547 @default.
• W2950904710 hasConceptScore W2950904710C37404715 @default.
• W2950904710 hasConceptScore W2950904710C38652104 @default.
• W2950904710 hasConceptScore W2950904710C41008148 @default.
• W2950904710 hasConceptScore W2950904710C50817715 @default.
• W2950904710 hasConceptScore W2950904710C5119721 @default.
• W2950904710 hasConceptScore W2950904710C555944384 @default.
• W2950904710 hasConceptScore W2950904710C75553542 @default.
• W2950904710 hasConceptScore W2950904710C76155785 @default.
• W2950904710 hasConceptScore W2950904710C86803240 @default.
• W2950904710 hasConceptScore W2950904710C97541855 @default.
• W2950904710 hasLocation W29509047101 @default.
• W2950904710 hasOpenAccess W2950904710 @default.
• W2950904710 hasPrimaryLocation W29509047101 @default.
• W2950904710 hasRelatedWork W1882733036 @default.
• W2950904710 hasRelatedWork W1992741870 @default.
• W2950904710 hasRelatedWork W2034273092 @default.
• W2950904710 hasRelatedWork W2109998134 @default.
• W2950904710 hasRelatedWork W2160425906 @default.
• W2950904710 hasRelatedWork W2546696010 @default.

• next