FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2094350403> ?p ?o ?g. }

• W2094350403 endingPage "90" @default.
• W2094350403 startingPage "79" @default.
• W2094350403 abstract "We propose a representation plane constructed from parameters of a multilayer neural network, with the aim of characterizing the dynamical character of a learned time series. We find that fluctuation of this plane reveals distinct features of the time series. Specifically, a periodic representation plane corresponds to a periodic time series, even when contaminated with strong observational noise or dynamical noise. We present a theoretical explanation for how the neural network training algorithm adjusts parameters of this representation plane and thereby encodes the specific characteristics of the underlying system. This ability, which is intrinsic to the architecture of the neural network, can be employed to distinguish the chaotic time series from periodic counterparts. It provides a new path toward identifying the dynamics of pseudoperiodic time series. Furthermore, we extract statistics from the representation plane to quantify its character. We then validate this idea with various numerical data generated by the known periodic and chaotic dynamics and experimentally recorded human electrocardiogram data. • We provide a method for identifying the dynamics of pseudoperiodic time series. • The method can directly distinguish periodic dynamics from the chaotic counterparts. • The method shows great advantage of robustness against strong observational noise. • Both experimental and theoretical evidences give positive support to our method." @default.
• W2094350403 created "2016-06-24" @default.
• W2094350403 creator A5015055144 @default.
• W2094350403 creator A5060157218 @default.
• W2094350403 creator A5088389215 @default.
• W2094350403 date "2014-02-01" @default.
• W2094350403 modified "2023-09-26" @default.
• W2094350403 title "Response of the parameters of a neural network to pseudoperiodic time series" @default.
• W2094350403 cites W1502724376 @default.
• W2094350403 cites W1963558334 @default.
• W2094350403 cites W1967961172 @default.
• W2094350403 cites W1973460161 @default.
• W2094350403 cites W1979358274 @default.
• W2094350403 cites W1982690547 @default.
• W2094350403 cites W1986308322 @default.
• W2094350403 cites W1988115241 @default.
• W2094350403 cites W1989738639 @default.
• W2094350403 cites W1998367480 @default.
• W2094350403 cites W2007422068 @default.
• W2094350403 cites W2010406746 @default.
• W2094350403 cites W2015111953 @default.
• W2094350403 cites W2017121883 @default.
• W2094350403 cites W2034801934 @default.
• W2094350403 cites W2045380744 @default.
• W2094350403 cites W2045610787 @default.
• W2094350403 cites W2052030986 @default.
• W2094350403 cites W2064379764 @default.
• W2094350403 cites W2070766757 @default.
• W2094350403 cites W2077770566 @default.
• W2094350403 cites W2078938486 @default.
• W2094350403 cites W2080690725 @default.
• W2094350403 cites W2081681829 @default.
• W2094350403 cites W2082456610 @default.
• W2094350403 cites W2093446113 @default.
• W2094350403 cites W2103496339 @default.
• W2094350403 cites W2104729323 @default.
• W2094350403 cites W2129828248 @default.
• W2094350403 cites W2147264168 @default.
• W2094350403 cites W2155482699 @default.
• W2094350403 cites W2162591950 @default.
• W2094350403 cites W2165889900 @default.
• W2094350403 cites W2213612645 @default.
• W2094350403 doi "https://doi.org/10.1016/j.physd.2013.11.002" @default.
• W2094350403 hasPublicationYear "2014" @default.
• W2094350403 type Work @default.
• W2094350403 sameAs 2094350403 @default.
• W2094350403 citedByCount "5" @default.
• W2094350403 countsByYear W20943504032015 @default.
• W2094350403 countsByYear W20943504032017 @default.
• W2094350403 countsByYear W20943504032018 @default.
• W2094350403 countsByYear W20943504032023 @default.
• W2094350403 crossrefType "journal-article" @default.
• W2094350403 hasAuthorship W2094350403A5015055144 @default.
• W2094350403 hasAuthorship W2094350403A5060157218 @default.
• W2094350403 hasAuthorship W2094350403A5088389215 @default.
• W2094350403 hasConcept C104317684 @default.
• W2094350403 hasConcept C11413529 @default.
• W2094350403 hasConcept C115961682 @default.
• W2094350403 hasConcept C119857082 @default.
• W2094350403 hasConcept C121332964 @default.
• W2094350403 hasConcept C121864883 @default.
• W2094350403 hasConcept C143724316 @default.
• W2094350403 hasConcept C151406439 @default.
• W2094350403 hasConcept C151730666 @default.
• W2094350403 hasConcept C154945302 @default.
• W2094350403 hasConcept C17744445 @default.
• W2094350403 hasConcept C17825722 @default.
• W2094350403 hasConcept C185592680 @default.
• W2094350403 hasConcept C199539241 @default.
• W2094350403 hasConcept C2524010 @default.
• W2094350403 hasConcept C2776359362 @default.
• W2094350403 hasConcept C2777052490 @default.
• W2094350403 hasConcept C33923547 @default.
• W2094350403 hasConcept C41008148 @default.
• W2094350403 hasConcept C50644808 @default.
• W2094350403 hasConcept C55493867 @default.
• W2094350403 hasConcept C63479239 @default.
• W2094350403 hasConcept C86803240 @default.
• W2094350403 hasConcept C94625758 @default.
• W2094350403 hasConcept C99498987 @default.
• W2094350403 hasConceptScore W2094350403C104317684 @default.
• W2094350403 hasConceptScore W2094350403C11413529 @default.
• W2094350403 hasConceptScore W2094350403C115961682 @default.
• W2094350403 hasConceptScore W2094350403C119857082 @default.
• W2094350403 hasConceptScore W2094350403C121332964 @default.
• W2094350403 hasConceptScore W2094350403C121864883 @default.
• W2094350403 hasConceptScore W2094350403C143724316 @default.
• W2094350403 hasConceptScore W2094350403C151406439 @default.
• W2094350403 hasConceptScore W2094350403C151730666 @default.
• W2094350403 hasConceptScore W2094350403C154945302 @default.
• W2094350403 hasConceptScore W2094350403C17744445 @default.
• W2094350403 hasConceptScore W2094350403C17825722 @default.
• W2094350403 hasConceptScore W2094350403C185592680 @default.
• W2094350403 hasConceptScore W2094350403C199539241 @default.
• W2094350403 hasConceptScore W2094350403C2524010 @default.
• W2094350403 hasConceptScore W2094350403C2776359362 @default.
• W2094350403 hasConceptScore W2094350403C2777052490 @default.
• W2094350403 hasConceptScore W2094350403C33923547 @default.

• next