3. Data-level approach

Throughout this section, we show several approaches used in the literature to pre-process time series by re-framing them into new representations for a further CNN implementation. Indeed, a raw time series needs to be converted into a set of fixed-length vector or matrix inputs before being fed into the CNN. Then, we discuss our data-level approach (of previous works [3, 4]) based on the Stockwell transform method.
