Most of the available algorithms can be decomposed into two steps.

In the first step, a multivariate time series of the kinematics and marker trajectories (left plot, with only three variables displayed) is mapped to a univariate time series (middle plot) with some function f. In the second step a peak detection algorithm g is applied to convert univariate time series into a binary time series (0 when no event and 1 otherwise).