The huge amount of daily generated data in smart cities has called for more effective storage, processing, and analysis technologies. A significant part this are streaming (i.e., time series data). Time similarity or dissimilarity measuring represents an essential critical task several mining machine learning algorithms. Consequently, a distance measure that can extract the similarities differe...