A novel distance measure for time series: Maximum shifting correlation distance

Gaoxia Jiang, Wenjian Wang, Wenkai Zhang

Abstract: Highlights•The proposed MSCD can deal with the drifts in phase and amplitude.•MSCD has the linear time complexity about the series length owing to a distinct step.•Second distance enhances the similarity of samples within a cluster.•MSCD-2nd has top accuracy and efficiency in time series clustering and classification.