By Professor Scott Anthony Sisson

Journal articles

Gross MH; Donat MG; Alexander LV; Sisson SA, 2018, 'The sensitivity of daily temperature variability and extremes to dataset choice', Journal of Climate, 31, pp. 1337 - 1359, http://dx.doi.org/10.1175/JCLI-D-17-0243.1

Clark S; Sharma A; Sisson SA, 2017, 'Patterns and comparisons of human-induced changes on river flood impacts in cities', , http://dx.doi.org/10.5194/hess-2017-162

Beranger B; Padoan SA; Sisson SA, 2017, 'Models for Extremal Dependence Derived from Skew-symmetric Families', Scandinavian Journal of Statistics, 44, pp. 21 - 45, http://dx.doi.org/10.1111/sjos.12240

Carvajal G; Roser DJ; Sisson SA; Keegan A; Khan SJ; Carvajal Ortega G, 2017, 'Bayesian belief network modelling of chlorine disinfection for human pathogenic viruses in municipal wastewater', Water Research, 109, pp. 144 - 154, http://dx.doi.org/10.1016/j.watres.2016.11.008

Li J; Nott DJ; Fan Y; Sisson SA, 2017, 'Extending approximate Bayesian computation methods to high dimensions via a Gaussian copula model', Computational Statistics and Data Analysis, 106, pp. 77 - 89, http://dx.doi.org/10.1016/j.csda.2016.07.005

Clark S; Sisson SA; Sharma A, 2017, 'Nonlinear manifold representation in natural systems: The SOMersault', Environmental Modelling and Software, 89, pp. 61 - 76, http://dx.doi.org/10.1016/j.envsoft.2016.11.028

Carvajal G; Branch A; Michel P; Sisson SA; Roser DJ; Drewes JE; Khan SJ, 2017, 'Robust evaluation of performance monitoring options for ozone disinfection in water recycling using Bayesian analysis', Water Research, 124, pp. 605 - 617, http://dx.doi.org/10.1016/j.watres.2017.07.079

Carvajal G; Branch A; Sisson SA; Roser DJ; van den Akker B; Monis P; Reeve P; Keegan A; Regel R; Khan SJ; Carvajal Ortega G, 2017, 'Virus removal by ultrafiltration: Understanding long-term performance change by application of Bayesian analysis', Water Research, 122, pp. 269 - 279, http://dx.doi.org/10.1016/j.watres.2017.05.057

Rodrigues GS; Nott DJ; Sisson SA, 2016, 'Functional regression approximate Bayesian computation for Gaussian process density estimation', Computational Statistics and Data Analysis, 103, pp. 229 - 241, http://dx.doi.org/10.1016/j.csda.2016.05.009

Garthwaite PH; Fan Y; Sisson SA, 2016, 'Adaptive optimal scaling of Metropolis–Hastings algorithms using the Robbins–Monro process', Communications in Statistics - Theory and Methods, 45, pp. 5098 - 5111, http://dx.doi.org/10.1080/03610926.2014.936562

Clark S; Sisson SA; Sharma A, 2016, 'A dimension range representation (DRR) measure for self-organizing maps', Pattern Recognition, 53, pp. 276 - 286, http://dx.doi.org/10.1016/j.patcog.2015.11.002

Lorenz R; Pitman AJ; Sisson SA, 2016, 'Does Amazonian deforestation cause global effects; Can we be sure?', Journal of Geophysical Research, 121, pp. 5567 - 5584, http://dx.doi.org/10.1002/2015JD024357

Garthwaite PH; Fan Y; Sisson SA, 2015, 'Adaptive optimal scaling of Metropolis–Hastings algorithms using the Robbins–Monro process', Communications in Statistics: Theory and Methods, http://dx.doi.org/10.1080/03610926.2014.936562

Carvajal G; Roser DJ; Sisson SA; Keegan A; Khan SJ, 2015, 'Modelling pathogen log10 reduction values achieved by activated sludge treatment using naïve and semi naïve Bayes network models', Water Research, 85, pp. 304 - 315, http://dx.doi.org/10.1016/j.watres.2015.08.035

Williams AN; Mooney SD; Sisson SA; Marlon J, 2015, 'Exploring the relationship between Aboriginal population indices and fire in Australia over the last 20,000years', Palaeogeography, Palaeoclimatology, Palaeoecology, 432, pp. 49 - 57, http://dx.doi.org/10.1016/j.palaeo.2015.04.030

Bino G; Sisson SA; Kingsford RT; Thomas RF; Bowen S, 2015, 'Developing state and transition models of floodplain vegetation dynamics as a tool for conservation decision-making: A case study of the Macquarie Marshes Ramsar wetland', Journal of Applied Ecology, 52, pp. 654 - 664, http://dx.doi.org/10.1111/1365-2664.12410

Clark S; Sarlin P; Sharma A; Sisson SA, 2015, 'Increasing dependence on foreign water resources? An assessment of trends in global virtual water flows using a self-organizing time map', Ecological Informatics, 26, pp. 192 - 202, http://dx.doi.org/10.1016/j.ecoinf.2014.05.012

Lee J; Fan Y; Sisson SA, 2015, 'Bayesian threshold selection for extremal models using measures of surprise', Computational Statistics and Data Analysis, 85, pp. 84 - 99, http://dx.doi.org/10.1016/j.csda.2014.12.004

Prangle D; Blum MGB; Popovic G; Sisson SA, 2014, 'Diagnostic tools for approximate Bayesian computation using the coverage property', Australian and New Zealand Journal of Statistics, 56, pp. 309 - 329, http://dx.doi.org/10.1111/anzs.12087

Clark S; Sisson SA; Sharma A, 2014, 'A dimension range representation (DRR) measure for self-organizing maps', Pattern Recognition, http://dx.doi.org/10.1016/j.patcog.2015.11.002

Aandahl RZ; Stadler T; Sisson SA; Tanaka MM, 2014, 'Exact vs. approximate computation: Reconciling different estimates of Mycobacterium tuberculosis epidemiological parameters', GENETICS, 196, pp. 1227 - 1230, http://dx.doi.org/10.1534/genetics.113.158808

Nott DJ; Fan Y; Marshall L; Sisson SA, 2014, 'Approximate Bayesian computation and Bayes' linear analysis: Toward high- dimensional ABC', Journal of Computational and Graphical Statistics, 23, pp. 65 - 86, http://dx.doi.org/10.1080/10618600.2012.751874

Aandahl RZ; Stadler T; Sisson SA; Tanaka MM, 2014, 'Exact vs. approximate computation: Reconciling different estimates of Mycobacterium tuberculosis epidemiological parameters', Genetics, 196, pp. 1227 - 1230, http://dx.doi.org/10.1534/genetics.113.158808

Zheng F; Westra S; Leonard M; Sisson SA, 2014, 'Modeling dependence between extreme rainfall and storm surge to estimate coastal flooding risk', Water Resources Research, 50, pp. 2050 - 2071, http://dx.doi.org/10.1002/2013WR014616

Menéndez P; Fan Y; Garthwaite PH; Sisson SA, 2014, 'Simultaneous adjustment of bias and coverage probabilities for confidence intervals', Computational Statistics and Data Analysis, 70, pp. 35 - 44, http://dx.doi.org/10.1016/j.csda.2013.08.016

Zheng F; Westra S; Sisson SA, 2013, 'Quantifying the dependence between extreme rainfall and storm surge in the coastal zone', Journal of Hydrology, 505, pp. 172 - 187, http://dx.doi.org/10.1016/j.jhydrol.2013.09.054

Lindström T; Brown GP; Sisson SA; Phillips BL; Shine R, 2013, 'Rapid shifts in dispersal behavior on an expanding range edge Tom', Proceedings of the National Academy of Sciences of the United States of America, 110, pp. 13452 - 13456, http://dx.doi.org/10.1073/pnas.1303157110

Blum MGB; Nunes MA; Prangle D; Sisson SA, 2013, 'A comparative review of dimension reduction methods in approximate bayesian computation', Statistical Science, 28, pp. 189 - 208, http://dx.doi.org/10.1214/12-STS406

Jeremiah E; Marshall L; Sisson SA; Sharma A, 2013, 'Specifying a hierarchical mixture of experts for hydrologic modeling: Gating function variable selection', Water Resources Research, 49, pp. 2926 - 2939, http://dx.doi.org/10.1002/wrcr.20150

Fan Y; Nott DJ; Sisson SA, 2013, 'Approximate Bayesian computation via regression density estimation', Stat, 2, pp. 34 - 48, http://dx.doi.org/10.1002/sta4.15

Perkins SE; Pitman AJ; Sisson SA, 2013, 'Systematic differences in future 20-year temperature extremes in AR4 model projections over Australia as a function of model skill', International Journal of Climatology, 33, pp. 1153 - 1167, http://dx.doi.org/10.1002/joc.3500

Aandahl R; Reyes JF; Sisson SA; Tanaka M, 2012, 'A model-based Bayesian estimation of the rate of evolution of VNTR loci in Mycobacterium tuberculosis', PLoS Computational Biology, 8, pp. e1002573, http://dx.doi.org/10.1371/journal.pcbi.1002573

Lindstrom T; Sisson SA; Hakansson N; Bergman KO; Wennergren U, 2012, 'A spectral and Bayesian approach for analysis of fluctuations and synchrony in ecological datasets', Methods in Ecology and Evolution, 3, pp. 1019 - 1027, http://dx.doi.org/10.1111/j.2041-210X.2012.00240.x

Nott DJ; Fan Y; Sisson SA, 2012, 'Discussion on the paper of Fearnhead and Prangle "Constructing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation"', Journal of the Royal Statistical Society Series B - Statistical Methodology, 74, pp. 466 - 468

Jeremiah E; Sisson SA; Sharma A; Marshall LA, 2012, 'Efficient hydrological model parameter optimization with Sequential Monte Carlo sampling', Environmental Modelling and Software, 38, pp. 283 - 295, http://dx.doi.org/10.1016/j.envsoft.2012.07.001

Peters GW; Sisson SA; Fan Y, 2012, 'Likelihood-free Bayesian inference for alpha-stable models', Computational Statistics and Data Analysis, 56, pp. 3743 - 3756, http://dx.doi.org/10.1016/j.csda.2010.10.004

Burgman MA; Franklin JW; Hayes KR; Peters GW; Sisson SA, 2012, 'Modeling extreme risks in ecology', Risk Analysis, 32, pp. 1956 - 1966

Peters GW; Fan Y; Sisson SA, 2012, 'On sequential Monte Carlo, partial rejection control and approximate Bayesian computation', Statistics and Computing, 22, pp. 1209 - 1222, http://dx.doi.org/10.1007/s11222-012-9315-y

Lindstrom T; Sisson SA; Lewerin SS; Wennergren U, 2011, 'Bayesian analysis of animal movements related to factors at herd and between herd levels: Implications for disease spread modeling', Preventive Veterinary Medicine, 98, pp. 230 - 242, http://dx.doi.org/10.1016/j.prevetmed.2010.11.005

Jeremiah E; Sisson S; Marshall L; Mehrotra R; Sharma A, 2011, 'Bayesian calibration and uncertainty analysis of hydrological models: A comparison of adaptive Metropolis and sequential Monte Carlo samplers', Water Resources Research, 47, pp. W07547 (13pp), http://dx.doi.org/10.1029/2010WR010217

Westra SP; Sisson SA, 2011, 'Detection of non-stationarity in precipitation extremes using a max-stable process model', Journal of Hydrology, 406, pp. 119 - 128, http://dx.doi.org/10.1016/j.jhydrol.2011.06.014

Sisson SA, 2011, 'Handbook of Spatial Statistics by A.E. Gelfand, P. Diggle, P. Guttorp and M. Fuentes', Australian & New Zealand Journal of Statistics, 53, pp. 489 - 491, http://dx.doi.org/10.1111/j.1467-842x.2011.00638.x

Lindstrom T; Sisson SA; Lewerin SS; Wennergren U, 2010, 'Estimating animal movement contacts between holdings of different production types', Preventive Veterinary Medicine, 95, pp. 23 - 31, http://dx.doi.org/10.1016/j.prevetmed.2010.03.002

Beaumont MA; Nielsen R; Robert C; Hey J; Gaggiott O; Knowles L; Estoup A; Panchal M; Corander J; Hickerson M; Sisson SA; Fagundes N; Chikhi L; Beerli P; Vitalis R; Cornuet J; Huelsenbeck J; Foll M; Yang Z; Rousset F; Balding D; Excoffier L, 2010, 'In defence of model-based inference in phylogeography', Molecular Ecology, 19, pp. 436 - 446

Padoan SA; Ribatet M; Sisson SA, 2010, 'Likelihood-based inference for max-stable processes', Journal of the American Statistical Association, 105, pp. 263 - 277, http://dx.doi.org/10.1198/jasa.2009.tm08577

Fan Y; Dortet-Bernadet J; Sisson SA, 2010, 'On Bayesian curve fitting via auxiliary variables', Journal of Computational and Graphical Statistics, 19, pp. 626 - 644, http://dx.doi.org/10.1198/jcgs.2010.08178

Sisson SA; Fan Y; Tanaka MM, 2009, 'Sequential Monte Carlo without likelihoods (Proceedings of the National Academy of Sciences of the United States of America (2007) 104, 6, (1760-1765) DOI:10.1073/pnas.0607208104)', Proceedings of the National Academy of Sciences of the United States of America, 106, pp. 16889, http://dx.doi.org/10.1073/pnas.0908847106

Fan Y; Peters GW; Sisson SA, 2009, 'Automating and evaluating reversible jump MCMC proposal distributions', Statistics and Computing, 19, pp. 409 - 421, http://dx.doi.org/10.1007/s11222-008-9101-z

Lindstrom T; Sisson SA; Noremark M; Jonsson A; Wennergren U, 2009, 'Estimation of distance related probability of animal movements between holdings and implications for disease spread modeling', Preventive Veterinary Medicine, 91, pp. 85 - 94

Tanaka M; Sisson SA; King GC, 2009, 'High affinity extremes in combinatorial libraries and repertoires', Journal of Theoretical Biology, 261, pp. 260 - 265

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