“We have proposed a hybrid Fuzzy Cognitive Map-based model that incorporates static expert knowledge and information automatically inferred from the data. The paper introduces a fast and deterministic algorithm to construct such a model and a post-optimization procedure to fine-tune the resulting architecture. Simulations showed the superiority of our proposal in problems devoted to modeling complex systems.”