In weighted KNN algorithm, inverse distance weighting method has been used to determine the importance of the points in terms of distance. According to this method, the nearest neighbors' labels have more powerful effect on classification than that of farther neighbors.
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K Nearest Neighbor algorithm with "inverse distance weighting" method.
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