FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W134421085> ?p ?o ?g. }

• W134421085 endingPage "64" @default.
• W134421085 startingPage "55" @default.
• W134421085 abstract "Time-dependent natural phenomena and artificial processes can often be quantitatively expressed as multivariate time series (MTS). As in any other process of knowledge extraction from data, the analyst can benefit from the exploration of the characteristics of MTS through data visualization. This visualization often becomes difficult to interpret when MTS are modelled using nonlinear techniques. Despite their flexibility, nonlinear models can be rendered useless if such interpretability is lacking. In this brief paper, we model MTS using Variational Bayesian Generative Topographic Mapping Through Time (VB-GTM-TT), a variational Bayesian variant of a constrained hidden Markov model of the manifold learning family defined for MTS visualization. We aim to increase its interpretability by taking advantage of two results of the probabilistic definition of the model: the explicit estimation of probabilities of transition between states described in the visualization space and the quantification of the nonlinear mapping distortion." @default.
• W134421085 created "2016-06-24" @default.
• W134421085 creator A5017624782 @default.
• W134421085 creator A5028083196 @default.
• W134421085 creator A5069425032 @default.
• W134421085 date "2014-01-01" @default.
• W134421085 modified "2023-09-26" @default.
• W134421085 title "Probability Ridges and Distortion Flows: Visualizing Multivariate Time Series Using a Variational Bayesian Manifold Learning Method" @default.
• W134421085 cites W1581502805 @default.
• W134421085 cites W1742512077 @default.
• W134421085 cites W1964294835 @default.
• W134421085 cites W2002597011 @default.
• W134421085 cites W2021123210 @default.
• W134421085 cites W2042352073 @default.
• W134421085 cites W2072972540 @default.
• W134421085 cites W2095961686 @default.
• W134421085 cites W2106595237 @default.
• W134421085 cites W2107636931 @default.
• W134421085 cites W2116867912 @default.
• W134421085 cites W2124609748 @default.
• W134421085 cites W2125838338 @default.
• W134421085 cites W2168958223 @default.
• W134421085 doi "https://doi.org/10.1007/978-3-319-07695-9_5" @default.
• W134421085 hasPublicationYear "2014" @default.
• W134421085 type Work @default.
• W134421085 sameAs 134421085 @default.
• W134421085 citedByCount "2" @default.
• W134421085 countsByYear W1344210852016 @default.
• W134421085 crossrefType "book-chapter" @default.
• W134421085 hasAuthorship W134421085A5017624782 @default.
• W134421085 hasAuthorship W134421085A5028083196 @default.
• W134421085 hasAuthorship W134421085A5069425032 @default.
• W134421085 hasBestOaLocation W1344210852 @default.
• W134421085 hasConcept C107673813 @default.
• W134421085 hasConcept C11413529 @default.
• W134421085 hasConcept C119857082 @default.
• W134421085 hasConcept C121332964 @default.
• W134421085 hasConcept C124101348 @default.
• W134421085 hasConcept C126780896 @default.
• W134421085 hasConcept C127413603 @default.
• W134421085 hasConcept C143724316 @default.
• W134421085 hasConcept C151730666 @default.
• W134421085 hasConcept C151876577 @default.
• W134421085 hasConcept C153180895 @default.
• W134421085 hasConcept C154945302 @default.
• W134421085 hasConcept C158622935 @default.
• W134421085 hasConcept C161584116 @default.
• W134421085 hasConcept C194257627 @default.
• W134421085 hasConcept C2776257435 @default.
• W134421085 hasConcept C2781067378 @default.
• W134421085 hasConcept C31258907 @default.
• W134421085 hasConcept C36464697 @default.
• W134421085 hasConcept C41008148 @default.
• W134421085 hasConcept C529865628 @default.
• W134421085 hasConcept C62520636 @default.
• W134421085 hasConcept C70518039 @default.
• W134421085 hasConcept C78519656 @default.
• W134421085 hasConcept C86803240 @default.
• W134421085 hasConceptScore W134421085C107673813 @default.
• W134421085 hasConceptScore W134421085C11413529 @default.
• W134421085 hasConceptScore W134421085C119857082 @default.
• W134421085 hasConceptScore W134421085C121332964 @default.
• W134421085 hasConceptScore W134421085C124101348 @default.
• W134421085 hasConceptScore W134421085C126780896 @default.
• W134421085 hasConceptScore W134421085C127413603 @default.
• W134421085 hasConceptScore W134421085C143724316 @default.
• W134421085 hasConceptScore W134421085C151730666 @default.
• W134421085 hasConceptScore W134421085C151876577 @default.
• W134421085 hasConceptScore W134421085C153180895 @default.
• W134421085 hasConceptScore W134421085C154945302 @default.
• W134421085 hasConceptScore W134421085C158622935 @default.
• W134421085 hasConceptScore W134421085C161584116 @default.
• W134421085 hasConceptScore W134421085C194257627 @default.
• W134421085 hasConceptScore W134421085C2776257435 @default.
• W134421085 hasConceptScore W134421085C2781067378 @default.
• W134421085 hasConceptScore W134421085C31258907 @default.
• W134421085 hasConceptScore W134421085C36464697 @default.
• W134421085 hasConceptScore W134421085C41008148 @default.
• W134421085 hasConceptScore W134421085C529865628 @default.
• W134421085 hasConceptScore W134421085C62520636 @default.
• W134421085 hasConceptScore W134421085C70518039 @default.
• W134421085 hasConceptScore W134421085C78519656 @default.
• W134421085 hasConceptScore W134421085C86803240 @default.
• W134421085 hasLocation W1344210851 @default.
• W134421085 hasLocation W1344210852 @default.
• W134421085 hasOpenAccess W134421085 @default.
• W134421085 hasPrimaryLocation W1344210851 @default.
• W134421085 hasRelatedWork W2072972540 @default.
• W134421085 hasRelatedWork W3006943036 @default.
• W134421085 hasRelatedWork W3012234327 @default.
• W134421085 hasRelatedWork W3119715496 @default.
• W134421085 hasRelatedWork W3191046242 @default.
• W134421085 hasRelatedWork W3203961807 @default.
• W134421085 hasRelatedWork W4205364923 @default.
• W134421085 hasRelatedWork W4206534706 @default.
• W134421085 hasRelatedWork W4229079080 @default.
• W134421085 hasRelatedWork W4294031299 @default.
• W134421085 isParatext "false" @default.

• next