Matches in SemOpenAlex for { <https://semopenalex.org/work/W2060489532> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2060489532 abstract "A dynamic Bayesian network (DBN) is one of popular approaches for relational knowledge discovery such as modeling relations or dependencies, which change over time, between variables of a dynamic system. In this paper, we propose an adaptive learning method (autoDBN) to learn DBNs with changing structures from multivariate time series. In autoDBN, segmentation of time series is achieved first through detecting geometric structures transformed from time series, and then model regions are found from the segmentation by designed finding strategies; in each found model region, a DBN model is established by existing structure learning methods; finally, model revisiting is developed to refine model regions and improve DBN models. These techniques provide a special mechanism to find accurate model regions and discover a sequence of DBNs with changing structures, which are adaptive to changing relations between multivariate time series. Experimental results on simulated and real time series show that autoDBN is very effective in finding accurate/reasonable model regions and gives lower error rates, outperforming the switching linear dynamic system method and moving window method." @default.
- W2060489532 created "2016-06-24" @default.
- W2060489532 creator A5006568361 @default.
- W2060489532 creator A5009624424 @default.
- W2060489532 creator A5067972094 @default.
- W2060489532 creator A5085896575 @default.
- W2060489532 date "2008-11-01" @default.
- W2060489532 modified "2023-09-24" @default.
- W2060489532 title "Adaptive learning of dynamic Bayesian networks with changing structures by detecting geometric structures of time series" @default.
- W2060489532 cites W1504781550 @default.
- W2060489532 cites W1537465881 @default.
- W2060489532 cites W1559188494 @default.
- W2060489532 cites W1987757667 @default.
- W2060489532 cites W2061451531 @default.
- W2060489532 cites W2077442640 @default.
- W2060489532 cites W2080828514 @default.
- W2060489532 cites W2110575115 @default.
- W2060489532 cites W2110935301 @default.
- W2060489532 cites W2122410182 @default.
- W2060489532 cites W2123073649 @default.
- W2060489532 cites W2145224695 @default.
- W2060489532 cites W2155208450 @default.
- W2060489532 cites W2159080219 @default.
- W2060489532 cites W2161511352 @default.
- W2060489532 cites W2172160462 @default.
- W2060489532 cites W589248181 @default.
- W2060489532 doi "https://doi.org/10.1007/s10115-008-0175-x" @default.
- W2060489532 hasPublicationYear "2008" @default.
- W2060489532 type Work @default.
- W2060489532 sameAs 2060489532 @default.
- W2060489532 citedByCount "2" @default.
- W2060489532 countsByYear W20604895322014 @default.
- W2060489532 crossrefType "journal-article" @default.
- W2060489532 hasAuthorship W2060489532A5006568361 @default.
- W2060489532 hasAuthorship W2060489532A5009624424 @default.
- W2060489532 hasAuthorship W2060489532A5067972094 @default.
- W2060489532 hasAuthorship W2060489532A5085896575 @default.
- W2060489532 hasBestOaLocation W20604895321 @default.
- W2060489532 hasConcept C107673813 @default.
- W2060489532 hasConcept C11413529 @default.
- W2060489532 hasConcept C119857082 @default.
- W2060489532 hasConcept C143724316 @default.
- W2060489532 hasConcept C151406439 @default.
- W2060489532 hasConcept C151730666 @default.
- W2060489532 hasConcept C153180895 @default.
- W2060489532 hasConcept C154945302 @default.
- W2060489532 hasConcept C161584116 @default.
- W2060489532 hasConcept C2778112365 @default.
- W2060489532 hasConcept C33724603 @default.
- W2060489532 hasConcept C41008148 @default.
- W2060489532 hasConcept C54355233 @default.
- W2060489532 hasConcept C82142266 @default.
- W2060489532 hasConcept C86803240 @default.
- W2060489532 hasConcept C89600930 @default.
- W2060489532 hasConceptScore W2060489532C107673813 @default.
- W2060489532 hasConceptScore W2060489532C11413529 @default.
- W2060489532 hasConceptScore W2060489532C119857082 @default.
- W2060489532 hasConceptScore W2060489532C143724316 @default.
- W2060489532 hasConceptScore W2060489532C151406439 @default.
- W2060489532 hasConceptScore W2060489532C151730666 @default.
- W2060489532 hasConceptScore W2060489532C153180895 @default.
- W2060489532 hasConceptScore W2060489532C154945302 @default.
- W2060489532 hasConceptScore W2060489532C161584116 @default.
- W2060489532 hasConceptScore W2060489532C2778112365 @default.
- W2060489532 hasConceptScore W2060489532C33724603 @default.
- W2060489532 hasConceptScore W2060489532C41008148 @default.
- W2060489532 hasConceptScore W2060489532C54355233 @default.
- W2060489532 hasConceptScore W2060489532C82142266 @default.
- W2060489532 hasConceptScore W2060489532C86803240 @default.
- W2060489532 hasConceptScore W2060489532C89600930 @default.
- W2060489532 hasLocation W20604895321 @default.
- W2060489532 hasOpenAccess W2060489532 @default.
- W2060489532 hasPrimaryLocation W20604895321 @default.
- W2060489532 hasRelatedWork W1523883781 @default.
- W2060489532 hasRelatedWork W1544281098 @default.
- W2060489532 hasRelatedWork W1582462132 @default.
- W2060489532 hasRelatedWork W1607368550 @default.
- W2060489532 hasRelatedWork W1625318532 @default.
- W2060489532 hasRelatedWork W1979972221 @default.
- W2060489532 hasRelatedWork W1993284986 @default.
- W2060489532 hasRelatedWork W2008906462 @default.
- W2060489532 hasRelatedWork W2024989440 @default.
- W2060489532 hasRelatedWork W2027334863 @default.
- W2060489532 hasRelatedWork W2042990026 @default.
- W2060489532 hasRelatedWork W2044058132 @default.
- W2060489532 hasRelatedWork W2103428420 @default.
- W2060489532 hasRelatedWork W2126321402 @default.
- W2060489532 hasRelatedWork W2128863720 @default.
- W2060489532 hasRelatedWork W2159432773 @default.
- W2060489532 hasRelatedWork W2159985326 @default.
- W2060489532 hasRelatedWork W2464714129 @default.
- W2060489532 hasRelatedWork W3034850204 @default.
- W2060489532 hasRelatedWork W304228415 @default.
- W2060489532 isParatext "false" @default.
- W2060489532 isRetracted "false" @default.
- W2060489532 magId "2060489532" @default.
- W2060489532 workType "article" @default.