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Monthly data from the UK
Monthly data from the UK using the newly built database from Goulet Coulombe et al. (2021). -
Quarterly US data
Quarterly US data based on McCracken and Ng (2020) and the popular FRED database from the Federal Reserve Bank of St-Louis. -
Simulated data
Simulated data from five standard data generating processes (DGPs) to evaluate when SGTs and Booging outperform their counterparts relying on their traditionally associated... -
ECG Dataset
The dataset used in this paper is a two-channel ECG signal, which is converted to trains of events using Lebesgue sampling. -
Simple dataset for time series
The dataset used in this paper is a collection of time series, and the authors used it to test the uniqueness of optimal warping paths. -
Electric Power Consumption dataset
The Electric Power Consumption dataset is a time series dataset. -
Deep information for learning and control
The dataset is used to test the proposed method for inferring representations of time series. -
MODIS 16-day composite NDVI products
The MODIS 16-day composite NDVI products from 2001 to 2018 were used to test the proposed reconstruction method. -
SigFormer dataset
The dataset used in the paper SigFormer: Signature Transformers for Deep Hedging -
Electricity, coal, gas, and fuel prices dataset
Electricity, coal, gas, and fuel prices dataset for testing deep hedging strategies -
Commodity prices dataset
Commodity prices dataset for testing state-of-the-art generative methods -
PhysioNet Challenges 2012
A collection of multivariate time series with missing observations. -
Time series dataset
The dataset used in the paper is a time series dataset with autoregressive case where X i = Yi−1 or X i = (Yi−1,..., Yi−p). -
Markov Chain Data
The dataset is generated as random-walks on a graph with three nodes. At each time step, a signal is emitted as a random vector sampled from a 15-dimensional multivariate normal... -
UCI PEMS-SF
A multivariate time-series dataset that consists of hourly occupancy rates of lanes in San Francisco. -
UEA Archive
The UEA archive is a collection of multivariate time series datasets where classification is of importance. -
UCR Archive
The UCR archive is a collection of univariate time series datasets where classification is of importance. -
Exchange-Rate
The collection of the daily exchange rates of eight foreign countries including Australia, British, Canada, Switzerland, China, Japan, New Zealand and Singapore ranging from... -
Electricity5
The electricity consumption in kWh was recorded every 15 minutes from 2012 to 2014, for n = 321 clients.