To cite bayesImageS in publications use:
Moores MT, Nicholls GK, Pettitt AN & Mengersen K (2018). Scalable Bayesian Inference for the Inverse Temperature of a Hidden Potts Model. Bayesian Analysis, in press. DOI 10.1214/18-BA1130
The piecewise linear surrogate model for SMC-ABC was introduced in:
Moores MT, Drovandi CC, Mengersen K & Robert CP (2015). Pre-processing for approximate Bayesian computation in image analysis. Statistics & Computing 25(1): 23-33. DOI 10.1007/s11222-014-9525-6
The external field prior was introduced in:
Moores MT, Hargrave CE, Deegan T, Poulsen M, Harden F & Mengersen K (2015). An external field prior for the hidden Potts model with application to cone-beam computed tomography. Comp. Stat. Data Anal. 86: 27-41. DOI 10.1016/j.csda.2014.12.001
Corresponding BibTeX entries:
@Article{, title = {Scalable {B}ayesian Inference for the Inverse Temperature of a Hidden {P}otts Model}, author = {Matthew T. Moores and Geoff K. Nicholls and Anthony N. Pettitt and Kerrie Mengersen}, journal = {Bayesian Analysis}, year = {2018}, doi = {10.1214/18-BA1130}, }
@Article{, title = {Pre-processing for approximate {B}ayesian computation in image analysis}, author = {Matthew T. Moores and Christopher C. Drovandi and Kerrie Mengersen and Christian P. Robert}, journal = {Statistics and Computing}, year = {2015}, volume = {25}, number = {1}, pages = {23--33}, doi = {10.1007/s11222-014-9525-6}, }
@Article{, title = {An external field prior for the hidden {P}otts model with application to cone-beam computed tomography}, author = {Matthew T. Moores and Catriona E. Hargrave and Timothy Deegan and Michael Poulsen and Fiona Harden and Kerrie Mengersen}, journal = {Computational Statistics and Data Analysis}, year = {2015}, volume = {86}, pages = {27--41}, doi = {10.1016/j.csda.2014.12.001}, }