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Extracting Low-Dimensional Latent Structure from Time Series in the Presence of Delays

Noisy, high-dimensional time series observations can often be described by a set of low-dimensional latent variables. Commonly-used methods to extract these latent variables typically assume instantaneous relationships between the latent and observed variables. In many physical systems, changes in t...

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Bibliografiske detaljer
Udgivet i:Neural Comput
Main Authors: Lakshmanan, Karthik C., Sadtler, Patrick T., Tyler-Kabara, Elizabeth C., Batista, Aaron P., Yu, Byron M.
Format: Artigo
Sprog:Inglês
Udgivet: 2015
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4545403/
https://ncbi.nlm.nih.gov/pubmed/26079746
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1162/NECO_a_00759
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