Careful attention must be paid to the collinearity of features , such that they are not too strongly related to each other, which complicates any quantitative interpretation of feature importance. Thus, thorough analysis and special strategies to address collinearity, such as hierarchical clustering or threshold-based pre-selection have to be considered to ensure reliable interpretability .