38 citations · 94 across the 12 of their papers we have counts for
4 papers · 1 filter
A bivariate two-state Markov modulated Poisson process for failure modelling
Yoel G. Yera, Rosa E. Lillo, Bo F. Nielsen +2
Motivated by a real failure dataset in a two-dimensional context, this paper presents an extension of the Markov modulated Poisson process (MMPP) to two dimensions. The one-dimensi…
Duality between Approximate Bayesian Methods and Prior Robustness
Chaitanya Joshi, Fabrizio Ruggeri
In this paper we show that there is a link between approximate Bayesian methods and prior robustness. We show that what is typically recognized as an approximation to the likelihoo…
Likelihood-free parameter estimation for dynamic queueing networks: case study of passenger flow in an international airport terminal
Anthony Ebert, Ritabrata Dutta, Kerrie Mengersen +3
Dynamic queueing networks (DQN) model queueing systems where demand varies strongly with time, such as airport terminals. With rapidly rising global air passenger traffic placing i…
A hierarchical Bayesian setting for an inverse problem in linear parabolic PDEs with noisy boundary conditions
Fabrizio Ruggeri, Zaid Sawlan, Marco Scavino +1
In this work we develop a Bayesian setting to infer unknown parameters in initial-boundary value problems related to linear parabolic partial differential equations. We realistical…