Explain how weighting the contributions of the neighbors can improve the KNN algorithm's performance.

  • Allows more influence from nearer neighbors
  • Improves sensitivity to outliers
  • Increases bias
  • Reduces complexity
Weighting the contributions of the neighbors allows nearer neighbors to have more influence on the prediction, often leading to improved performance in KNN.
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