Synthetic dataset containing 65 MTS generated from five different generating processes.
data(SyntheticData1)
A list
with two elements, which are:
data
A list with 65 MTS.
classes
A numeric vector indicating the corresponding classes associated with the elements in data
.
Each element in data
is a matrix formed by 400 rows (series length)
and 2 columns (dimensions). Series 1-15 were generated from a VAR(1) process
and series 16-30 were generated from a VMA(1) process. Series 31-45 were
generated from a QVAR(1) process and series 46-60 were generated from a different
QVAR(1) process. Finally, series 61-65 were generated from a VAR(1) model
different from the one associated with series 1-15. Note that series
61-65 can be seen as anomalous elements in the dataset.