Runtime comparisons with different assumptions on the model. Plotted are the red noise (blue), log Uniform prior on Κ (orange), and Gaussian mixture prior (green). The y-axis shows the ratio of the average time of the indicated configuration to the average time of the base model. Five independent runs were performed with each number of planets; the mean time is represented with plain lines and the standard deviation is represented as error bars.