Bayesian inference using two-stage Laplace approximation for differential equation models

• Main Authors: Dass, S.C., Lee, J., Lee, K.
• Format: Conference or Workshop Item
• Published: American Institute of Physics Inc. 2016
• Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85005950985&doi=10.1063%2f1.4968163&partnerID=40&md5=cf2bb6e63722c1591f94ecc739befbbe; http://eprints.utp.edu.my/30660/
• Institution: Universiti Teknologi Petronas

We consider the problem of Bayesian inference for parameters in non-linear regression models whereby the underlying unknown response functions are formed by a set of differential equations. Bayesian methods of inference for unknown parameters rely primarily on the posterior obtained by Bayes rule. F...