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DeepVARwT: Deep Learning for a VAR Model with Trend
The dataset is a vector autoregressive (VAR) model with trend, where the mean is modeled by a recurrent neural network of the LSTM type, and the dependence structure is modeled... -
Data-Folding and Hyperspace Coding for Multi-Dimensional Time-Series Data Ima...
Multi-Dimensional time series classification and prediction has been widely used in many fields, as disease prevention, fault diagnosis and action recognition. -
Spiral Dataset
The dataset used in the paper is a synthetic dataset consisting of points in 2D that follow a spiral distribution. -
Simulation Study
A regression problem where the true coefficient function β is sparse and smooth, in order to show how the adaptive centering is able to jointly shrink towards a mixed target.