Before revision:  However, modeling cycles in time series data is challenging because in most cases the cycles are not labeled or directly observed and need to be inferred from  measurements taken over time.
After revision:  However, modeling cycles in time series data is challenging because in most cases the cycles are not labeled or directly observed and need to be inferred from multidimensional measurements taken over time.