presented in order to manage conceptual aspects in document clusters and to reduce the
training time. In order to measure the presence degree of a concept in a document, a
concept frequency formula is introduced. This formula is based on new fuzzy formulas to
calculate the polysemy degree of terms and the synonymy degree between terms. In this
approach, new fuzzy improvements such as automatic choice of the topology, heuristic map …