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},
}