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» Dynamic simulation for time series modeling
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WSC
1996
13 years 6 months ago
Dynamic simulation for time series modeling
Harriet Black Nembhard, David A. Nembhard
CSDA
2006
191views more  CSDA 2006»
13 years 5 months ago
Forecasting daily time series using periodic unobserved components time series models
We explore a periodic analysis in the context of unobserved components time series models that decompose time series into components of interest such as trend, seasonal and irregu...
Siem Jan Koopman, Marius Ooms
NN
2010
Springer
225views Neural Networks» more  NN 2010»
13 years 3 months ago
Learning to imitate stochastic time series in a compositional way by chaos
This study shows that a mixture of RNN experts model can acquire the ability to generate sequences that are combination of multiple primitive patterns by means of self-organizing ...
Jun Namikawa, Jun Tani
TMI
2010
175views more  TMI 2010»
13 years 4 days ago
Spatially Adaptive Mixture Modeling for Analysis of fMRI Time Series
Within-subject analysis in fMRI essentially addresses two problems, the detection of brain regions eliciting evoked activity and the estimation of the underlying dynamics. In [1, 2...
Thomas Vincent, Laurent Risser, Philippe Ciuciu
JMLR
2011
187views more  JMLR 2011»
13 years 12 days ago
Robust Statistics for Describing Causality in Multivariate Time Series
A widely agreed upon definition of time series causality inference, established in the seminal 1969 article of Clive Granger (1969), is based on the relative ability of the histor...
Florin Popescu