Select Publications

Journal articles

Noghrehchi F; Stoklosa J; Penev S; Warton DI, 2021, 'Selecting the model for multiple imputation of missing data: Just use an IC!', Statistics in Medicine, vol. 40, pp. 2467 - 2497, http://dx.doi.org/10.1002/sim.8915

Renner IW; Warton DI; Hui FKC, 2021, 'What is the effective sample size of a spatial point process?', Australian and New Zealand Journal of Statistics, vol. 63, pp. 144 - 158, http://dx.doi.org/10.1111/anzs.12337

Griffin KJ; Hedge LH; Warton DI; Astles KL; Johnston EL, 2021, 'Modeling recreational fishing intensity in a complex urbanised estuary', Journal of Environmental Management, vol. 279, http://dx.doi.org/10.1016/j.jenvman.2020.111529

Nguyen R; Day J; Warton D; Lane O, 2020, 'fitzRoy - An R Package to Encourage Reproducible Sports Analysis', R JOURNAL, vol. 12, pp. 155 - 162, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000672776700010&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Sentinella AT; Warton DI; Sherwin WB; Offord CA; Moles AT, 2020, 'Tropical plants do not have narrower temperature tolerances, but are more at risk from warming because they are close to their upper thermal limits', Global Ecology and Biogeography, vol. 29, pp. 1387 - 1398, http://dx.doi.org/10.1111/geb.13117

Niku J; Hui FKC; Taskinen S; Warton DI, 2019, 'gllvm: Fast analysis of multivariate abundance data with generalized linear latent variable models in r', Methods in Ecology and Evolution, vol. 10, pp. 2173 - 2182, http://dx.doi.org/10.1111/2041-210X.13303

Popovic GC; Warton DI; Thomson FJ; Hui FKC; Moles AT, 2019, 'Untangling direct species associations from indirect mediator species effects with graphical models', Methods in Ecology and Evolution, vol. 10, pp. 1571 - 1583, http://dx.doi.org/10.1111/2041-210X.13247

Norberg A; Abrego N; Blanchet FG; Adler FR; Anderson BJ; Anttila J; Araújo MB; Dallas T; Dunson D; Elith J; Foster SD; Fox R; Franklin J; Godsoe W; Guisan A; O'Hara B; Hill NA; Holt RD; Hui FKC; Husby M; Kålås JA; Lehikoinen A; Luoto M; Mod HK; Newell G; Renner I; Roslin T; Soininen J; Thuiller W; Vanhatalo J; Warton D; White M; Zimmermann NE; Gravel D; Ovaskainen O, 2019, 'A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels', Ecological Monographs, vol. 89, http://dx.doi.org/10.1002/ecm.1370

Niku J; Brooks W; Herliansyah R; Hui FKC; Taskinen S; Warton DI, 2019, 'Efficient estimation of generalized linear latent variable models', PLoS ONE, vol. 14, http://dx.doi.org/10.1371/journal.pone.0216129

Hui FKC; Tanaka E; Warton DI, 2018, 'Order selection and sparsity in latent variable models via the ordered factor LASSO', Biometrics, vol. 74, pp. 1311 - 1319, http://dx.doi.org/10.1111/biom.12888

Wu YQ; Arsecularatne JA; Warton DI; Hoffman M, 2018, 'Effect of contact load upon attrition-corrosion of human dental enamel', Wear, vol. 414-415, pp. 101 - 108, http://dx.doi.org/10.1016/j.wear.2018.08.005

Dormann CF; Calabrese JM; Guillera-Arroita G; Matechou E; Bahn V; Bartoń K; Beale CM; Ciuti S; Elith J; Gerstner K; Guelat J; Keil P; Lahoz-Monfort JJ; Pollock LJ; Reineking B; Roberts DR; Schröder B; Thuiller W; Warton DI; Wintle BA; Wood SN; Wüest RO; Hartig F, 2018, 'Model averaging in ecology: a review of Bayesian, information-theoretic, and tactical approaches for predictive inference', Ecological Monographs, vol. 88, pp. 485 - 504, http://dx.doi.org/10.1002/ecm.1309

Popovic GC; Hui FKC; Warton DI, 2018, 'A general algorithm for covariance modeling of discrete data', Journal of Multivariate Analysis, vol. 165, pp. 86 - 100, http://dx.doi.org/10.1016/j.jmva.2017.12.002

Warton DI, 2018, 'Why you cannot transform your way out of trouble for small counts', Biometrics, vol. 74, pp. 362 - 368, http://dx.doi.org/10.1111/biom.12728

Stoklosa J; Warton DI, 2018, 'A Generalized Estimating Equation Approach to Multivariate Adaptive Regression Splines', Journal of Computational and Graphical Statistics, vol. 27, pp. 245 - 253, http://dx.doi.org/10.1080/10618600.2017.1360780

Niku J; Warton DI; Hui FKC; Taskinen S, 2017, 'Generalized Linear Latent Variable Models for Multivariate Count and Biomass Data in Ecology', Journal of Agricultural, Biological, and Environmental Statistics, vol. 22, pp. 498 - 522, http://dx.doi.org/10.1007/s13253-017-0304-7

Dawson SK; Warton DI; Kingsford RT; Berney P; Keith DA; Catford JA, 2017, 'Plant traits of propagule banks and standing vegetation reveal flooding alleviates impacts of agriculture on wetland restoration', Journal of Applied Ecology, vol. 54, pp. 1907 - 1918, http://dx.doi.org/10.1111/1365-2664.12922

Warton DI; Hui FKC, 2017, 'The central role of mean-variance relationships in the analysis of multivariate abundance data: a response to Roberts (2017)', Methods in Ecology and Evolution, vol. 8, pp. 1408 - 1414, http://dx.doi.org/10.1111/2041-210X.12843

Roberts DR; Bahn V; Ciuti S; Boyce MS; Elith J; Guillera-Arroita G; Hauenstein S; Lahoz-Monfort JJ; Schröder B; Thuiller W; Warton DI; Wintle BA; Hartig F; Dormann CF, 2017, 'Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure', Ecography, vol. 40, pp. 913 - 929, http://dx.doi.org/10.1111/ecog.02881

Dawson SK; Kingsford RT; Berney P; Keith DA; Hemmings FA; Warton DI; Waters C; Catford JA, 2017, 'Frequent inundation helps counteract land use impacts on wetland propagule banks', Applied Vegetation Science, vol. 20, pp. 459 - 467, http://dx.doi.org/10.1111/avsc.12295

Warton DI; Thibaut L; Wang YA, 2017, 'The PIT-trap — A “model-free” bootstrap procedure for inference about regression models with discrete, multivariate responses', PLoS ONE, vol. 12, http://dx.doi.org/10.1371/journal.pone.0181790

Warton DI; Stoklosa J; Guillera-Arroita G; MacKenzie DI; Welsh AH, 2017, 'Graphical diagnostics for occupancy models with imperfect detection', Methods in Ecology and Evolution, vol. 8, pp. 408 - 419, http://dx.doi.org/10.1111/2041-210X.12761

Warton DI; McGeoch MA, 2017, 'Technical advances at the interface between ecology and statistics: improving the biodiversity knowledge generation workflow', Methods in Ecology and Evolution, vol. 8, pp. 396 - 397, http://dx.doi.org/10.1111/2041-210X.12762

Barrett KB; Haynes JM; Warton DI, 2017, 'Thirty years of change in a benthic macroinvertebrate community of southwestern Lake Ontario after invasion by four Ponto-Caspian species', Freshwater Science, vol. 36, pp. 90 - 102, http://dx.doi.org/10.1086/689576

Hui FKC; Warton DI; Ormerod JT; Haapaniemi V; Taskinen S, 2017, 'Variational Approximations for Generalized Linear Latent Variable Models', Journal of Computational and Graphical Statistics, vol. 26, pp. 35 - 43, http://dx.doi.org/10.1080/10618600.2016.1164708

Warton DI; Blanchet FG; O'Hara R; Ovaskainen O; Taskinen S; Walker SC; Hui FKC, 2016, 'Extending Joint Models in Community Ecology: A Response to Beissinger et al.', Trends in Ecology and Evolution, vol. 31, pp. 737 - 738, http://dx.doi.org/10.1016/j.tree.2016.07.007

Warton DI; Lyons M; Stoklosa J; Ives AR, 2016, 'Three points to consider when choosing a LM or GLM test for count data', Methods in Ecology and Evolution, vol. 7, pp. 882 - 890, http://dx.doi.org/10.1111/2041-210X.12552

Lyons MB; Keith DA; Warton DI; Somerville M; Kingsford RT, 2016, 'Model-based assessment of ecological community classifications', Journal of Vegetation Science, vol. 27, pp. 704 - 715, http://dx.doi.org/10.1111/jvs.12400

Warton DI; Blanchet FG; O'Hara RB; Ovaskainen O; Taskinen S; Walker SC; Hui FKC, 2015, 'So Many Variables: Joint Modeling in Community Ecology', Trends in Ecology and Evolution, vol. 30, pp. 766 - 779, http://dx.doi.org/10.1016/j.tree.2015.09.007

Hui FKC; Warton DI; Foster SD, 2015, 'Order selection in finite mixture models: Complete or observed likelihood information criteria?', Biometrika, vol. 102, pp. 724 - 730, http://dx.doi.org/10.1093/biomet/asv027

Warton DI; Foster SD; De’ath G; Stoklosa J; Dunstan PK, 2015, 'Model-based thinking for community ecology', Plant Ecology, vol. 216, pp. 669 - 682, http://dx.doi.org/10.1007/s11258-014-0366-3

Gibb H; Stoklosa J; Warton DI; Brown AM; Andrew NR; Cunningham SA, 2015, 'Does morphology predict trophic position and habitat use of ant species and assemblages?', Oecologia, vol. 177, pp. 519 - 531, http://dx.doi.org/10.1007/s00442-014-3101-9

Hui FKC; Warton DI; Foster SD, 2015, 'Tuning Parameter Selection for the Adaptive Lasso Using ERIC', Journal of the American Statistical Association, vol. 110, pp. 262 - 269, http://dx.doi.org/10.1080/01621459.2014.951444

Stoklosa J; Daly C; Foster SD; Ashcroft MB; Warton DI, 2015, 'A climate of uncertainty: Accounting for error in climate variables for species distribution models', Methods in Ecology and Evolution, vol. 6, pp. 412 - 423, http://dx.doi.org/10.1111/2041-210X.12217

Warton DI; Shipley B; Hastie T, 2015, 'CATS regression - a model-based approach to studying trait-based community assembly', Methods in Ecology and Evolution, vol. 6, pp. 389 - 398, http://dx.doi.org/10.1111/2041-210X.12280

Hui FKC; Warton DI; Foster SD, 2015, 'Community level models, finite mixture models, penalized likelihood, regularization, species archetype models, variable selection', Annals of Applied Statistics, vol. 9, pp. 866 - 882, http://dx.doi.org/10.1214/15-AOAS813

Hui FKC; Taskinen S; Pledger S; Foster SD; Warton DI, 2015, 'Model-based approaches to unconstrained ordination', Methods in Ecology and Evolution, vol. 6, pp. 399 - 411, http://dx.doi.org/10.1111/2041-210X.12236

Warton D, 2015, 'New opportunities at the interface between ecology and statistics', Methods in Ecology and Evolution, vol. 6, pp. 363 - 365, http://dx.doi.org/10.1111/2041-210X.12345

Renner IW; Elith J; Baddeley A; Fithian W; Hastie T; Phillips SJ; Popovic G; Warton DI, 2015, 'Point process models for presence-only analysis', Methods in Ecology and Evolution, vol. 6, pp. 366 - 379, http://dx.doi.org/10.1111/2041-210X.12352

Gibb H; Muscat D; Binns MR; Silvey CJ; Peters RA; Warton DI; Andrew NR, 2015, 'Responses of foliage-living spider assemblage composition and traits to a climatic gradient in Themeda grasslands', Austral Ecology, vol. 40, pp. 225 - 237, http://dx.doi.org/10.1111/aec.12195

Baeten L; Warton DI; Van Calster H; De Frenne P; Verstraeten G; Bonte D; Bernhardt-Römermann M; Cornelis J; Decocq G; Eriksson O; Hédl R; Heinken T; Hermy M; Hommel P; Kirby K; Naaf T; Petřík P; Walther GR; Wulf M; Verheyen K, 2014, 'A model-based approach to studying changes in compositional heterogeneity', Methods in Ecology and Evolution, vol. 5, pp. 156 - 164, http://dx.doi.org/10.1111/2041-210X.12137

Stoklosa J; Gibb H; Warton DI, 2014, 'Fast forward selection for generalized estimating equations with a large number of predictor variables', Biometrics, vol. 70, pp. 110 - 120, http://dx.doi.org/10.1111/biom.12118

Brown AM; Warton DI; Andrew NR; Binns M; Cassis G; Gibb H, 2014, 'The fourth-corner solution - using predictive models to understand how species traits interact with the environment', Methods in Ecology and Evolution, vol. 5, pp. 344 - 352, http://dx.doi.org/10.1111/2041-210X.12163

Slavich E; Warton DI; Ashcroft MB; Gollan JR; Ramp D, 2014, 'Topoclimate versus macroclimate: How does climate mapping methodology affect species distribution models and climate change projections?', Diversity and Distributions, vol. 20, pp. 952 - 963, http://dx.doi.org/10.1111/ddi.12216

Madon B; Warton DI; Araújo MB, 2013, 'Community-level vs species-specific approaches to model selection', Ecography, vol. 36, pp. 1291 - 1298, http://dx.doi.org/10.1111/j.1600-0587.2013.00127.x

Warton DI; Renner IW; Ramp D, 2013, 'Model-based control of observer bias for the analysis of presence-only data in ecology', PLoS ONE, vol. 8, http://dx.doi.org/10.1371/journal.pone.0079168

Warton D; Aarts G, 2013, 'Advancing our thinking in presence-only and used-available analysis', Journal of Animal Ecology, vol. 82, pp. 1125 - 1134, http://dx.doi.org/10.1111/1365-2656.12071

Dunstan PK; Foster SD; Hui FKC; Warton DI, 2013, 'Finite Mixture of Regression Modeling for High-Dimensional Count and Biomass Data in Ecology', Journal of Agricultural, Biological, and Environmental Statistics, vol. 18, pp. 357 - 375, http://dx.doi.org/10.1007/s13253-013-0146-x

Hui FKC; Warton DI; Foster SD; Dunstan PK, 2013, 'To mix or not to mix: Comparing the predictive performance of mixture models vs. separate species distribution models', Ecology, vol. 94, pp. 1913 - 1919, http://dx.doi.org/10.1890/12-1322.1

Flores-Moreno H; Thomson FJ; Warton DI; Moles AT, 2013, 'Are Introduced Species Better Dispersers Than Native Species? A Global Comparative Study of Seed Dispersal Distance', PLoS ONE, vol. 8, http://dx.doi.org/10.1371/journal.pone.0068541


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