A practical and popular technique to extract the symbolic dynamics from exp
erimentally measured chaotic time series is the threshold-crossing method,
by which an arbitrary partition is utilized fur determining the symbols. We
address to what extent the symbolic dynamics so obtained can faithfully re
present the phase-space dynamics. Our principal result is that such a pract
ice can lead to a severe misrepresentation of the dynamical system. The mea
sured topological entropy is a Devil's staircase-like, but surprisingly non
monotone, function of a parameter characterizing the amount of misplacement
of the partition.