kmlShape: An Efficient Method to Cluster Longitudinal Data (Time-Series) According to Their Shapes

Abstract

In an application to Alzheimer disease, this algorithm revealed a "rapid decline" patient group that was not found by the classical methods. In another application to the feminine menstrual cycle, the algorithm showed, contrarily to the current literature, that the luteinizing hormone presents two peaks in an important proportion of women (22%).