High dimensional nearest neighbor classification based on mean absolute differences of inter-point distances.

•Study the effect of distance concentration on nearest neighbor classifiers in high dimension.•Construction of a new dissimilarity index.•Construction of a nearest neighbor classifier based on the proposed dissimilarity index.•Theoretical investigation on the performance of the proposed classifier.•Simulation and real data analysis for evaluation of the proposed classifier.