Distance measures in author profiling.

•We verify whether 24 distance measures used frequently respect some useful theoretical properties.•We verify empirically the effectiveness of 24 distance measures based on 13 test collections used in author profiling tasks.•We measure the effectiveness impact of changing the text genre between the learning and testing phase in the context of author profiling problems.