Figure 6: Probability estimates for the Missing Data Algorithm where all α$_{i}$ = 1. The 20 genes with the largest tag counts are arranged in decreasing rank order along the X- axis. The observed tag proportions are marked in dark circles, the standard MLE in dark triangles. The analytically computed posterior mode α$_{i}$ = 1 coincides exactly with the MLE. Also included are the estimated posterior mean and upper and lower 95% Bayesian Credible bounds based on MCMC sampling. 36 Gene Index: Decreasing Rank Estimates 0 5 10 15 20 0.00 0.01 0.02 0.03 0.04 Observed MLE, Post.Mode Post. Mean Lower 95% Cred. Set Upper 95% Cred. Set