Fig. 7
From: High resolution synthetic residential energy use profiles for the United States
Example of closeness in different cases with varying k. Figures show the distances of data points from sets \({\mathcal{R}}\) and \({\mathcal{S}}\) to their respective cluster center. (a) demonstrates histograms of distances for different k. The plot on left is for real data points and on right is for synthetic data points. Then, we calculate \(closeness({\mathcal{R}},{\mathcal{S}})\) using Hellinger distance (corresponds blue line in Fig. 8c). For k = 5 a bimodal pattern is observed in distances for synthetic data points which tends to diminish as the number of clusters k increases. Figure b shows histograms of distances for different k for case 2. The plot on left is for synthetic data points and on right is for real data points. \(closeness({\mathcal{S}},{\mathcal{R}})\) is calculated using Hellinger distance (corresponds to orange line in Fig. 8c).
