8 citations
2 papers
cond-mat.soft2020★ 8 cited
Bayesian Modelling of Pattern Formation from One Snapshot of Pattern
Natsuhiko Yoshinaga, Satoru Tokuda
Partial differential equations (PDE) have been widely used to reproduce patterns in nature and to give insight into the mechanism underlying pattern formation. Although many PDE mo…
physics.data-an2020★ 2 cited
Intrinsic regularization effect in Bayesian nonlinear regression scaled by observed data
Satoru Tokuda, Kenji Nagata, Masato Okada
Occam's razor is a guiding principle that models should be simple enough to describe observed data. While Bayesian model selection (BMS) embodies it by the intrinsic regularization…