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- Yanan Fan
Dr Yanan Fan
Lecturer
UNSW Sydney
Research Interests:
Applied statistics
Approximate Bayesian Computation
Bayesian inference
Computational statistics
Projects
Publications
Book Chapters
Nott, D. J., Ong V.. M. - H., Fan Y., & Sisson S.
(2018). High-Dimensional ABC.
Handbook of Approximate Bayesian Computation. 211-242. doi: 10.1201/9781315117195-8
Fan, Y., Meikle S.. R., Angelis G.., & Sitek A..
(2018). ABC in Nuclear Imaging.
Handbook of Approximate Bayesian Computation. 623-648.
Sisson, S., & Fan Y.
(2018). ABC Samplers.
Handbook of Approximate Bayesian Computation. 87-124.
Sisson, S., Fan Y., & beaumont M.. A.
(2018). Overview of ABC.
Handbook of Approximate Bayesian Computation. 3-54.
Invited talks, refereed proceedings and other conference outputs
Journal Articles
Olson, R.., An S.-I.., Fan Y., Evans J.. P., & Caesar L..
(2018). North Atlantic observations sharpen meridional overturning projections.
Climate Dynamics. 50(11-12), 4171-4188. doi: 10.1007/s00382-017-3867-7
Zhu, W., & Fan Y.
(2018). A novel approach for Markov random field with intractable normalizing constant on large lattices.
Journal of Computational and Graphical Statistics. 27(1), 59-70. doi: 10.1080/10618600.2017.1317263
Rodrigues, T., & Fan Y.
(2017). Regression adjustment for noncrossing Bayesian quantile regression.
Journal of Computational and Graphical Statistics. doi: 10.1080/10618600.2016.1172016
Fan, Y., de Micheaux P. Lafaye, Penev S., & Salopek D.
(2017). Multivariate nonparametric test of independence.
Journal of Multivariate Analysis. 153, 189-210. doi: 10.1016/j.jmva.2016.09.014
Li, J., Nott D.J., Fan Y., & Sisson S.
(2017). Extending approximate Bayesian computation methods to high dimensions via a Gaussian copula model.
Computational Statistics & Data Analysis. 106, 77-89. doi: 10.1016/j.csda.2016.07.005
Fan, Y., Olson R., & Evans J. P.
(2017). A Bayesian posterior predictive framework for weighting ensemble regional climate models.
Geoscientific Model Development. 10(6), 2321 - 2332. doi: 10.5194/gmd-10-2321-2017
Garthwaite, P. H., Fan Y., & Sisson S.
(2016). Adaptive optimal scaling of Metropolis-Hastings algorithms using the Robbins-Monro process.
Communications in Statistics - Theory and Methods. 45(17), 5098-5111. doi: 10.1080/03610926.2014.936562
Buchmann, B., Fan Y., & Maller R. A.
(2016). Distributional representations and dominance of a Lévy process over its maximal jump processes.
Bernoulli. 22(4), 2325-2371. doi: 10.3150/15-BEJ731
Zhu, W., Ouyang J., Rakvongthai Y., Guehl N. J., Wooten D. W., G. Fakhri E., et al.
(2016). A Bayesian spatial temporal mixtures approach to kinetic parametric images in dynamic positron emission tomography.
Medical Physics. 43(3), 1222-1234. doi: 10.1118/1.4941010
Olson, R., Fan Y., & Evans J. P.
(2016). A simple method for Bayesian model averaging of regional climate model projections: Application to southeast Australian temperatures.
Geophysical Research Letters. 43(14), 7661-7669. doi: 10.1002/2016GL069704
Lee, J., Fan Y., & Sisson S.
(2015). Bayesian threshold selection for extremal models using measures of surprise.
Computational Statistics & Data Analysis. 85, 84-99. doi: 10.1016/j.csda.2014.12.004
