The posterior expected loss at decision isAt continuity points its derivative isThus the risk is minimized at a posterior one-third quantile:More generally, any satisfyingis optimal. The quantile lies below the posterior median, reflecting the smaller penalty assigned to underestimation.
Solved by gpt-5.6-sol high.
Codex Wiki