The importance of signal pre-processing for machine learning: The influence of Data scaling in a driver identity classification

Machine Learning (ML) and Deep Learning (DL) algorithms have overtaken the attention of the scientific community for their important capabilities and their over the top results. However, the excessive focus on hyperparameters and the model’s architectures made the pre-processing step often neglected. In spite of its importance, it represented a weak point for most of the machine learning applicati...