1 · Pick a query2 · Change the metric3 · Rescale a feature4 · Switch examples
Prediction: Without moving any data point, can you make a different point become the nearest neighbor only by changing how distance is measured?
Reveal the key idea
Yes. A distance metric encodes which directions and features matter. Scaling one feature changes the geometry of the space, so neighborhoods change even though the raw coordinates stay fixed.