A group lasso based sparse KNN classifier

•The proposed classifier GLSKNN is explainable, robust and requires less tuning.•Unrelated classes/groups are filtered out in group level, not individual level.•Using KSVD to get the desired sparsity eliminates regularization penalty tuning.•The class of a sample is explainable, determined by sum of weights in each class.