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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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Detalhes bibliográficos
Publicado no:Proc AAAI Conf Artif Intell
Main Authors: Liu, Zitao, Hauskrecht, Milos
Formato: Artigo
Idioma:Inglês
Publicado em: 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4402162/
https://ncbi.nlm.nih.gov/pubmed/25905027
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