FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W479801> ?p ?o ?g. }

• W479801 abstract "Many time series of practical relevance data have multi-scale characteristics. Prime examples are speech, texts, writing, or gestures. If one wishes to learn models of such systems, the models must be capable to represent dynamical features on different temporal and/or spatial scales. One natural approach to this end is hierarchical models, where higher processing layers are responsible for processing longer-range (slower, coarser) dynamical features of the input signal. This report introduces a hierarchical architecture where the core ingredient of each layer is an echo state network. In a bottom-up flow of information, throughout the architecture increasingly coarse features are extracted from the input signal. In a top-down flow of information, feature expectations are passed down. The architecture as a whole is trained on a one-step input prediction task by stochastic error gradient descent. The report presents a formal specification of these hierarchical systems and illustrates important aspects of its functioning in a case study with synthetic data." @default.
• W479801 created "2016-06-24" @default.
• W479801 creator A5040645242 @default.
• W479801 date "2007-07-01" @default.
• W479801 modified "2023-09-22" @default.
• W479801 title "Discovering multiscale dynamical features with hierarchical Echo State Networks" @default.
• W479801 cites W1526741802 @default.
• W479801 cites W1546756991 @default.
• W479801 cites W1565369861 @default.
• W479801 cites W1756110333 @default.
• W479801 cites W1977867644 @default.
• W479801 cites W1993845689 @default.
• W479801 cites W2000430223 @default.
• W479801 cites W2001263627 @default.
• W479801 cites W2012187514 @default.
• W479801 cites W2025653905 @default.
• W479801 cites W2042492924 @default.
• W479801 cites W2043385819 @default.
• W479801 cites W2059631514 @default.
• W479801 cites W2066334004 @default.
• W479801 cites W2097861969 @default.
• W479801 cites W2100495367 @default.
• W479801 cites W2112796928 @default.
• W479801 cites W2118706537 @default.
• W479801 cites W2120056193 @default.
• W479801 cites W2136922672 @default.
• W479801 cites W2146143523 @default.
• W479801 cites W2147010501 @default.
• W479801 cites W2150354929 @default.
• W479801 cites W2158164339 @default.
• W479801 cites W2613634265 @default.
• W479801 cites W2941795809 @default.
• W479801 hasPublicationYear "2007" @default.
• W479801 type Work @default.
• W479801 sameAs 479801 @default.
• W479801 citedByCount "25" @default.
• W479801 countsByYear W4798012012 @default.
• W479801 countsByYear W4798012013 @default.
• W479801 countsByYear W4798012014 @default.
• W479801 countsByYear W4798012015 @default.
• W479801 countsByYear W4798012016 @default.
• W479801 countsByYear W4798012017 @default.
• W479801 countsByYear W4798012018 @default.
• W479801 countsByYear W4798012019 @default.
• W479801 countsByYear W4798012020 @default.
• W479801 countsByYear W4798012021 @default.
• W479801 crossrefType "journal-article" @default.
• W479801 hasAuthorship W479801A5040645242 @default.
• W479801 hasConcept C121332964 @default.
• W479801 hasConcept C138885662 @default.
• W479801 hasConcept C153180895 @default.
• W479801 hasConcept C154945302 @default.
• W479801 hasConcept C158154518 @default.
• W479801 hasConcept C162324750 @default.
• W479801 hasConcept C17744445 @default.
• W479801 hasConcept C187736073 @default.
• W479801 hasConcept C199360897 @default.
• W479801 hasConcept C199539241 @default.
• W479801 hasConcept C2776401178 @default.
• W479801 hasConcept C2779136372 @default.
• W479801 hasConcept C2779426996 @default.
• W479801 hasConcept C2779843651 @default.
• W479801 hasConcept C2780451532 @default.
• W479801 hasConcept C31258907 @default.
• W479801 hasConcept C41008148 @default.
• W479801 hasConcept C41895202 @default.
• W479801 hasConcept C62520636 @default.
• W479801 hasConcept C79379906 @default.
• W479801 hasConceptScore W479801C121332964 @default.
• W479801 hasConceptScore W479801C138885662 @default.
• W479801 hasConceptScore W479801C153180895 @default.
• W479801 hasConceptScore W479801C154945302 @default.
• W479801 hasConceptScore W479801C158154518 @default.
• W479801 hasConceptScore W479801C162324750 @default.
• W479801 hasConceptScore W479801C17744445 @default.
• W479801 hasConceptScore W479801C187736073 @default.
• W479801 hasConceptScore W479801C199360897 @default.
• W479801 hasConceptScore W479801C199539241 @default.
• W479801 hasConceptScore W479801C2776401178 @default.
• W479801 hasConceptScore W479801C2779136372 @default.
• W479801 hasConceptScore W479801C2779426996 @default.
• W479801 hasConceptScore W479801C2779843651 @default.
• W479801 hasConceptScore W479801C2780451532 @default.
• W479801 hasConceptScore W479801C31258907 @default.
• W479801 hasConceptScore W479801C41008148 @default.
• W479801 hasConceptScore W479801C41895202 @default.
• W479801 hasConceptScore W479801C62520636 @default.
• W479801 hasConceptScore W479801C79379906 @default.
• W479801 hasLocation W4798011 @default.
• W479801 hasOpenAccess W479801 @default.
• W479801 hasPrimaryLocation W4798011 @default.
• W479801 hasRelatedWork W1978845507 @default.
• W479801 hasRelatedWork W1987299193 @default.
• W479801 hasRelatedWork W1989312953 @default.
• W479801 hasRelatedWork W2001263627 @default.
• W479801 hasRelatedWork W2011975175 @default.
• W479801 hasRelatedWork W2022175477 @default.
• W479801 hasRelatedWork W2029967456 @default.
• W479801 hasRelatedWork W2036451492 @default.
• W479801 hasRelatedWork W2064675550 @default.

• next