a method where the importance of a neighbor is proportional to it's distance to a new sample

a method of assigning class labels to new samples in K-NN algorithm

a method where the importance of a neighbor is inversely proportional to it's distance to a new sample

a method where the importance of a neighbor is proportional to number of of same-class representants in the set of K nearest neighbors