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A Regularized Linear Dynamical System Framework for Multivariate Time Series Analysis

Linear Dynamical System (LDS) is an elegant mathematical framework for modeling and learning Multivariate Time Series (MTS). However, in general, it is difficult to set the dimension of an LDS’s hidden state space. A small number of hidden states may not be able to model the complexities of a MTS, w...

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Bibliografische gegevens
Gepubliceerd in:Proc AAAI Conf Artif Intell
Hoofdauteurs: Liu, Zitao, Hauskrecht, Milos
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2015
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4402162/
https://ncbi.nlm.nih.gov/pubmed/25905027
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