Is it important to have a minimum length for a state space reconstruction? For example can we make the state space of time series a motion that lasts for 5 seconds like jumping?
It is not necessary to have a minimum length for phase reconstruction. However, generally, short time series tend to generate errors. Moreso, for a short time series with high number of time delay will give a small state space while a longer time series will give a better picture.