Аннотация:Many practical tasks are connected with search of interconnections between the behavior of a complex object and relatively rare events, initiated by this behavior or correlating with it. In such cases it is supposed that emergence of an event is preceded by some phenomenon – a combination of values of the features describing the object, in a known range of time delays. In this study, the authors continue the investigation of a neural network based method of analysis of such objects, that they suggested before. The method aims at revealing morphological and dynamical features causing the event or preceding its emergence.