Explainability analysis: An in-depth comparison between Fuzzy Cognitive Maps and LAMDA

Diego Benito, Carlos Quintero, José Aguilar, Juan Marcos Ramirez, Antonio Fernández Anta

Abstract: Highlights•Analyze the explainability of LAMDA and Fuzzy Cognitive Maps.•An explainability method based on causal inference for fuzzy cognitive maps.•An explainability method based on the degrees of membership of variables to classes.•These explainability methods allow studying the importance of variables by class.