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» Semi-supervised time series classification
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TMI
2008
136views more  TMI 2008»
15 years 3 months ago
Classification of fMRI Time Series in a Low-Dimensional Subspace With a Spatial Prior
We propose a new method for detecting activation in functional magnetic resonance imaging (fMRI) data. We project the fMRI time series on a low-dimensional subspace spanned by wave...
François G. Meyer, Xilin Shen
131
Voted
ICML
2006
IEEE
16 years 4 months ago
Fast time series classification using numerosity reduction
Many algorithms have been proposed for the problem of time series classification. However, it is clear that one-nearest-neighbor with Dynamic Time Warping (DTW) distance is except...
Xiaopeng Xi, Eamonn J. Keogh, Christian R. Shelton...
CVPR
1999
IEEE
16 years 5 months ago
Time-Series Classification Using Mixed-State Dynamic Bayesian Networks
We present a novel mixed-state dynamic Bayesian network (DBN) framework for modeling and classifying timeseries data such as object trajectories. A hidden Markov model (HMM) of di...
Vladimir Pavlovic, Brendan J. Frey, Thomas S. Huan...
78
Voted
ICPR
2008
IEEE
15 years 9 months ago
Large margin AR model for time series classification
B. Venkataramana B. Kini, C. Chandra Sekhar
AI
2007
Springer
15 years 9 months ago
Recurrent Boosting for Classification of Natural and Synthetic Time-Series Data
Robert D. Vincent, Joelle Pineau, Philip de Guzman...