The problem of inferring genetic networks under the Temporal
Boolean Network model is considered here. This is a very hard
problem for which an heuristic approach is proposed. This approach
is based on the use of evolutionary algorithms (EAs) to refine the
results of a specialized algorithm (ID3). Experimental results
provide support for the usefulness of this approach, showing a
consistent enhancement of the ID3 solutions.