Matches in SemOpenAlex for { <https://semopenalex.org/work/W1423493503> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W1423493503 endingPage "254" @default.
- W1423493503 startingPage "237" @default.
- W1423493503 abstract "The Singular Value Decomposition (SVD) is a matrix decomposition technique that has been successfully applied for the recovery of blocks of missing values in time series. In order to perform an accurate block recovery, SVD requires the use of highly correlated time series. However, using lowly correlated time series that exhibit shape and/or trend similarities could increase the recovery accuracy. Thus, the latter time series could also be exploited by including them in the recovery process. In this paper, we compare the accuracy of the Centroid Decomposition (CD) against SVD for the recovery of blocks of missing values using highly and lowly correlated time series. We show that the CD technique better exploits the trend and shape similarity to lowly correlated time series and yields a better recovery accuracy. We run experiments on real world hydrological and synthetic time series to validate our results." @default.
- W1423493503 created "2016-06-24" @default.
- W1423493503 creator A5017018305 @default.
- W1423493503 creator A5019682263 @default.
- W1423493503 creator A5030787107 @default.
- W1423493503 date "2015-01-01" @default.
- W1423493503 modified "2023-10-02" @default.
- W1423493503 title "Using Lowly Correlated Time Series to Recover Missing Values in Time Series: A Comparison Between SVD and CD" @default.
- W1423493503 cites W1965137541 @default.
- W1423493503 cites W1970950689 @default.
- W1423493503 cites W1980147176 @default.
- W1423493503 cites W1985475123 @default.
- W1423493503 cites W2006761437 @default.
- W1423493503 cites W2020098476 @default.
- W1423493503 cites W2033244207 @default.
- W1423493503 cites W2054141820 @default.
- W1423493503 cites W2061272711 @default.
- W1423493503 cites W2062799148 @default.
- W1423493503 cites W2080051508 @default.
- W1423493503 cites W2117756735 @default.
- W1423493503 cites W2962834831 @default.
- W1423493503 cites W369580930 @default.
- W1423493503 cites W4302564868 @default.
- W1423493503 doi "https://doi.org/10.1007/978-3-319-22363-6_13" @default.
- W1423493503 hasPublicationYear "2015" @default.
- W1423493503 type Work @default.
- W1423493503 sameAs 1423493503 @default.
- W1423493503 citedByCount "5" @default.
- W1423493503 countsByYear W14234935032017 @default.
- W1423493503 countsByYear W14234935032019 @default.
- W1423493503 countsByYear W14234935032020 @default.
- W1423493503 countsByYear W14234935032023 @default.
- W1423493503 crossrefType "book-chapter" @default.
- W1423493503 hasAuthorship W1423493503A5017018305 @default.
- W1423493503 hasAuthorship W1423493503A5019682263 @default.
- W1423493503 hasAuthorship W1423493503A5030787107 @default.
- W1423493503 hasConcept C103278499 @default.
- W1423493503 hasConcept C106487976 @default.
- W1423493503 hasConcept C11413529 @default.
- W1423493503 hasConcept C115961682 @default.
- W1423493503 hasConcept C119857082 @default.
- W1423493503 hasConcept C124681953 @default.
- W1423493503 hasConcept C127313418 @default.
- W1423493503 hasConcept C143724316 @default.
- W1423493503 hasConcept C146599234 @default.
- W1423493503 hasConcept C151406439 @default.
- W1423493503 hasConcept C151730666 @default.
- W1423493503 hasConcept C153180895 @default.
- W1423493503 hasConcept C154945302 @default.
- W1423493503 hasConcept C178790620 @default.
- W1423493503 hasConcept C185592680 @default.
- W1423493503 hasConcept C22789450 @default.
- W1423493503 hasConcept C33923547 @default.
- W1423493503 hasConcept C41008148 @default.
- W1423493503 hasConcept C43617362 @default.
- W1423493503 hasConcept C9357733 @default.
- W1423493503 hasConceptScore W1423493503C103278499 @default.
- W1423493503 hasConceptScore W1423493503C106487976 @default.
- W1423493503 hasConceptScore W1423493503C11413529 @default.
- W1423493503 hasConceptScore W1423493503C115961682 @default.
- W1423493503 hasConceptScore W1423493503C119857082 @default.
- W1423493503 hasConceptScore W1423493503C124681953 @default.
- W1423493503 hasConceptScore W1423493503C127313418 @default.
- W1423493503 hasConceptScore W1423493503C143724316 @default.
- W1423493503 hasConceptScore W1423493503C146599234 @default.
- W1423493503 hasConceptScore W1423493503C151406439 @default.
- W1423493503 hasConceptScore W1423493503C151730666 @default.
- W1423493503 hasConceptScore W1423493503C153180895 @default.
- W1423493503 hasConceptScore W1423493503C154945302 @default.
- W1423493503 hasConceptScore W1423493503C178790620 @default.
- W1423493503 hasConceptScore W1423493503C185592680 @default.
- W1423493503 hasConceptScore W1423493503C22789450 @default.
- W1423493503 hasConceptScore W1423493503C33923547 @default.
- W1423493503 hasConceptScore W1423493503C41008148 @default.
- W1423493503 hasConceptScore W1423493503C43617362 @default.
- W1423493503 hasConceptScore W1423493503C9357733 @default.
- W1423493503 hasLocation W14234935031 @default.
- W1423493503 hasOpenAccess W1423493503 @default.
- W1423493503 hasPrimaryLocation W14234935031 @default.
- W1423493503 hasRelatedWork W1516708947 @default.
- W1423493503 hasRelatedWork W1996114502 @default.
- W1423493503 hasRelatedWork W2001555588 @default.
- W1423493503 hasRelatedWork W2066565491 @default.
- W1423493503 hasRelatedWork W2068251166 @default.
- W1423493503 hasRelatedWork W2243216484 @default.
- W1423493503 hasRelatedWork W2352463629 @default.
- W1423493503 hasRelatedWork W2885909555 @default.
- W1423493503 hasRelatedWork W2979390268 @default.
- W1423493503 hasRelatedWork W3102812430 @default.
- W1423493503 isParatext "false" @default.
- W1423493503 isRetracted "false" @default.
- W1423493503 magId "1423493503" @default.
- W1423493503 workType "book-chapter" @default.