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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... -
Mackey-Glass dataset
The Mackey-Glass dataset is used as an example in the paper. -
Lorenz System
The Lorenz system is a well-known nonlinear dynamical system to model convective hydrodynamic flows. The consequence of chaos is that, under certain parameterizations, the... -
FTMixer: Frequency and Time Domain Representations Fusion for Time Series Mod...
Time series data can be represented in both the time and frequency domains, with the time domain emphasizing local dependencies and the frequency domain highlighting global... -
Solar Power Dataset
The dataset consists of real-life solar power production data. -
Spiral Dataset
The dataset used in the paper is a synthetic dataset consisting of points in 2D that follow a spiral distribution. -
Generative time series models using Neural ODE in Variational Autoencoders
The dataset consists of time series data in the form of spring oscillations, solar power production data, and spiral data. -
Global Sea Level Pressure (SLP) dataset
Global Sea Level Pressure (SLP) dataset provided by NCEP/National Center for Atmospheric Research (NCAR) Reanalysis Project -
COVID-19 dataset
The dataset used in the paper is COVID-19 case data, state restriction policy, population and density, population with higher risk, age structure data, race structure data, and... -
Hive Temperature Dataset
The dataset used in the paper is a collection of temperature sequences from beehives, including external, peripheral, and core temperatures. -
UCR Time Series Archive
UCR Time Series Archive is a collection of time series datasets from various domains. It is used for training and testing deep neural networks for time series classification tasks. -
Sunspot dataset
The Santa Fe Laser dataset consists in a time-series of normalized sampled intensities from an infra-red laser in chaotic regime. The Sunspot dataset is a time-series of monthly... -
Santa Fe Laser dataset
The Santa Fe Laser dataset consists in a time-series of normalized sampled intensities from an infra-red laser in chaotic regime. The Sunspot dataset is a time-series of monthly... -
Time Series Simulation by Conditional Generative Adversarial Net
The dataset used in this paper is a time series data, which is used to test the performance of the Conditional Generative Adversarial Net (CGAN) method. -
FordB
Time series data for classification tasks using data in http://www.timeseriesclassification.com/ -
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.