We apply a recently developed method for the analysis of spatiotemporal dat
a to extract the dynamical equations that describe an experiment on traveli
ng-wave convection in a binary fluid. The technique is based on nonlinear r
egression analysis and allows the nonparametric estimation of the functions
involved in these equations. We find that the system is well described by
a pair of coupled complex Ginzburg-Landau equations, and the coefficient of
the term that describes the interaction between the two oppositely propaga
ting waves can be determined.