FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3108308450> ?p ?o ?g. }

• W3108308450 abstract "We study the estimation and prediction of functional autoregressive~(FAR) processes, a statistical tool for modeling functional time series data. Due to the infinite-dimensional nature of FAR processes, the existing literature addresses its inference via dimension reduction and theoretical results therein require the (unrealistic) assumption of fully observed functional time series. We propose an alternative inference framework based on Reproducing Kernel Hilbert Spaces~(RKHS). Specifically, a nuclear norm regularization method is proposed for estimating the transition operators of the FAR process directly from discrete samples of the functional time series. We derive a representer theorem for the FAR process, which enables infinite-dimensional inference without dimension reduction. Sharp theoretical guarantees are established under the (more realistic) assumption that we only have finite discrete samples of the FAR process. Extensive numerical experiments and a real data application of energy consumption prediction are further conducted to illustrate the promising performance of the proposed approach compared to the state-of-the-art methods in the literature." @default.
• W3108308450 created "2020-12-07" @default.
• W3108308450 creator A5028626072 @default.
• W3108308450 creator A5037287453 @default.
• W3108308450 creator A5054656078 @default.
• W3108308450 creator A5061121471 @default.
• W3108308450 date "2020-11-27" @default.
• W3108308450 modified "2023-09-27" @default.
• W3108308450 title "Functional Autoregressive Processes in Reproducing Kernel Hilbert Spaces" @default.
• W3108308450 cites W1480376833 @default.
• W3108308450 cites W1487825358 @default.
• W3108308450 cites W1545761024 @default.
• W3108308450 cites W1572043320 @default.
• W3108308450 cites W1998635907 @default.
• W3108308450 cites W2024905163 @default.
• W3108308450 cites W2028614447 @default.
• W3108308450 cites W2035025883 @default.
• W3108308450 cites W2046023874 @default.
• W3108308450 cites W2058106374 @default.
• W3108308450 cites W2058400503 @default.
• W3108308450 cites W2088281105 @default.
• W3108308450 cites W2100539646 @default.
• W3108308450 cites W2105435023 @default.
• W3108308450 cites W2126771422 @default.
• W3108308450 cites W2140971281 @default.
• W3108308450 cites W2141154703 @default.
• W3108308450 cites W2146766088 @default.
• W3108308450 cites W2153542182 @default.
• W3108308450 cites W2171151752 @default.
• W3108308450 cites W2611328865 @default.
• W3108308450 cites W2742637784 @default.
• W3108308450 cites W2755085875 @default.
• W3108308450 cites W2886032565 @default.
• W3108308450 cites W3021971632 @default.
• W3108308450 cites W3028794438 @default.
• W3108308450 cites W3105322001 @default.
• W3108308450 cites W3151617569 @default.
• W3108308450 cites W563799425 @default.
• W3108308450 cites W621923488 @default.
• W3108308450 hasPublicationYear "2020" @default.
• W3108308450 type Work @default.
• W3108308450 sameAs 3108308450 @default.
• W3108308450 citedByCount "2" @default.
• W3108308450 countsByYear W31083084502020 @default.
• W3108308450 countsByYear W31083084502021 @default.
• W3108308450 crossrefType "posted-content" @default.
• W3108308450 hasAuthorship W3108308450A5028626072 @default.
• W3108308450 hasAuthorship W3108308450A5037287453 @default.
• W3108308450 hasAuthorship W3108308450A5054656078 @default.
• W3108308450 hasAuthorship W3108308450A5061121471 @default.
• W3108308450 hasConcept C11413529 @default.
• W3108308450 hasConcept C118615104 @default.
• W3108308450 hasConcept C122280245 @default.
• W3108308450 hasConcept C12267149 @default.
• W3108308450 hasConcept C126255220 @default.
• W3108308450 hasConcept C134306372 @default.
• W3108308450 hasConcept C134517425 @default.
• W3108308450 hasConcept C143724316 @default.
• W3108308450 hasConcept C149782125 @default.
• W3108308450 hasConcept C151730666 @default.
• W3108308450 hasConcept C154945302 @default.
• W3108308450 hasConcept C159877910 @default.
• W3108308450 hasConcept C172623408 @default.
• W3108308450 hasConcept C2776135515 @default.
• W3108308450 hasConcept C2776214188 @default.
• W3108308450 hasConcept C28826006 @default.
• W3108308450 hasConcept C33923547 @default.
• W3108308450 hasConcept C41008148 @default.
• W3108308450 hasConcept C62799726 @default.
• W3108308450 hasConcept C70518039 @default.
• W3108308450 hasConcept C74193536 @default.
• W3108308450 hasConcept C80884492 @default.
• W3108308450 hasConcept C86803240 @default.
• W3108308450 hasConceptScore W3108308450C11413529 @default.
• W3108308450 hasConceptScore W3108308450C118615104 @default.
• W3108308450 hasConceptScore W3108308450C122280245 @default.
• W3108308450 hasConceptScore W3108308450C12267149 @default.
• W3108308450 hasConceptScore W3108308450C126255220 @default.
• W3108308450 hasConceptScore W3108308450C134306372 @default.
• W3108308450 hasConceptScore W3108308450C134517425 @default.
• W3108308450 hasConceptScore W3108308450C143724316 @default.
• W3108308450 hasConceptScore W3108308450C149782125 @default.
• W3108308450 hasConceptScore W3108308450C151730666 @default.
• W3108308450 hasConceptScore W3108308450C154945302 @default.
• W3108308450 hasConceptScore W3108308450C159877910 @default.
• W3108308450 hasConceptScore W3108308450C172623408 @default.
• W3108308450 hasConceptScore W3108308450C2776135515 @default.
• W3108308450 hasConceptScore W3108308450C2776214188 @default.
• W3108308450 hasConceptScore W3108308450C28826006 @default.
• W3108308450 hasConceptScore W3108308450C33923547 @default.
• W3108308450 hasConceptScore W3108308450C41008148 @default.
• W3108308450 hasConceptScore W3108308450C62799726 @default.
• W3108308450 hasConceptScore W3108308450C70518039 @default.
• W3108308450 hasConceptScore W3108308450C74193536 @default.
• W3108308450 hasConceptScore W3108308450C80884492 @default.
• W3108308450 hasConceptScore W3108308450C86803240 @default.
• W3108308450 hasLocation W31083084501 @default.
• W3108308450 hasOpenAccess W3108308450 @default.
• W3108308450 hasPrimaryLocation W31083084501 @default.
• W3108308450 hasRelatedWork W1774883591 @default.

• next