Summary Modern longitudinal data, for example from wearable devices, may consist of measurements biological signals on a fixed set participants at diverging number time-points. Traditional statistical methods are not equipped to handle the computational burden repeatedly analysing cumulatively growing dataset each time new data collected. We propose estimation and inference framework dynamic up...