4 papers
Bayesian Deployment Approval for Learned Landing Controllers under Finite Rollout Validation
Fei Jiang, Lei Yang
Reinforcement learning and data-driven autonomous controllers are commonly evaluated using cumulative reward and empirical success frequency under finite simulation trajectories. H…
Risk-Calibrated Process Capability Approval with Finite Samples
Fei Jiang, Lei Yang
Process capability indices such as are widely used in manufacturing to support supplier qualification, pilot-build release, and production approval. In practice, approval…
Nonlinear Amplification of Finite-Sample Uncertainty in Capability-Based Decisions
Fei Jiang, Lei Yang
This paper studies the propagation of finite-sample uncertainty under nonlinear transformations commonly used in statistical decision systems. In particular, we consider process ca…
Finite-Sample Decision Instability in Threshold-Based Process Capability Approval
Fei Jiang, Lei Yang
Process capability indices such as are widely used in manufacturing quality control to support supplier qualification and product release decisions based on fixed acceptan…