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Consider a dataset consisting of the following observations: Data Points: [2,3,5,7,9] Using the k-nearest neighbor (k-nn) density estimator, calculate the estimated density for the following

Consider a dataset consisting of the following observations: Data Points: [2,3,5,7,9] Using the k-nearest neighbor (k-nn) density estimator, calculate the estimated density for the following data a) x = 4 with k = 2 b) x = 5 with k = 3 Show your step-by-step calculations, including the determination of the distances to the nearest neighbors and the final density estimate

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