2 papers
stat.ME2026
Shrinkage-Constrained Functional Calibration for Complex Computer Models
Liam Myhill, Enrique Martinez, Sez Russcher
We propose a new Bayesian model calibration formalism as an alternative to the Kennedy O'Hagan (KOH) framework which we term integrated bias with full uncertainty (IBFU). In KOH, c…
stat.ME2026
Bayesian Model Calibration with Integrated Discrepancy: Addressing Inexact Dislocation Dynamics Models
Liam Myhill, Enrique Martinez Saez, Sez Russcher
In this work, a novel approach to Bayesian model calibration routines is developed which reinterprets the traditional definition of model discrepancy as defined by Kennedy and O'Ha…