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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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Bibliografske podrobnosti
izdano v:Proc AAAI Conf Artif Intell
Main Authors: Liu, Zitao, Hauskrecht, Milos
Format: Artigo
Jezik:Inglês
Izdano: 2015
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC4402162/
https://ncbi.nlm.nih.gov/pubmed/25905027
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