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» Dynamic simulation for time series modeling
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ICML
2009
IEEE
14 years 9 months ago
Detecting the direction of causal time series
We propose a method that detects the true direction of time series, by fitting an autoregressive moving average model to the data. Whenever the noise is independent of the previou...
Arthur Gretton, Bernhard Schölkopf, Dominik J...
APCCAS
2006
IEEE
249views Hardware» more  APCCAS 2006»
14 years 2 months ago
Uncertainty Management for Estimation in Dynamical Systems
— A novel black-box model for time series of prices analysis is proposed. It is constructed using the technique of “shaping filter”. The model identification is then propos...
H. Baili
ICDM
2008
IEEE
230views Data Mining» more  ICDM 2008»
14 years 3 months ago
Clustering Distributed Time Series in Sensor Networks
Event detection is a critical task in sensor networks, especially for environmental monitoring applications. Traditional solutions to event detection are based on analyzing one-sh...
Jie Yin, Mohamed Medhat Gaber
WSC
2004
13 years 10 months ago
Overlapping Variance Estimators for Simulations
We examine properties of overlapped versions of the standardized time series area and Cram
Christos Alexopoulos, David Goldsman, Nilay Tanik ...
JMLR
2012
11 years 11 months ago
Gaussian Processes for time-marked time-series data
In many settings, data is collected as multiple time series, where each recorded time series is an observation of some underlying dynamical process of interest. These observations...
John Cunningham, Zoubin Ghahramani, Carl Edward Ra...