Consider the following graph, which shows the area under the curve for various values of k, the number of nearest neighbors.

Area Under the Curve (AUC) 0.52 0.54 0.56 0.50 Area Under the Curve by Number of Nearest Neighbors 5 10 15 20 25 Number of Nearest Neighbors (k) 30