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Baker AH, Hammerling DM, Mickelson SA, Xu H, Stolpe MB, Naveau P, Sanderson B, Ebert-Uphoff I, Samarasinghe S, De Simone F et al (2016) Evaluating lossy data compression on climate simulation data within a large ensemble. Geosci Model Develop 9(12):4381–4403
Baker AH, Xu H, Hammerling DM, Li S, Clyne JP (2017). Toward a multi-method approach: Lossy data compression for climate simulation data. In: International conference on high Performance computing, pp. 30–42. Springer
Bathiany S, Dakos V, Scheffer M, Lenton TM(2018). Climate models predict increasing temperature variability in poor countries. Sci Adv. 4(5), eaar5809
Castruccio S, Genton MG (2016) Compressing an ensemble with statistical models: An algorithm for global 3d spatio-temporal temperature. Technometrics 58(3):319–328
Castruccio S, McInerney DJ, Stein ML, Crouch FL, Jacob RL, Moyer EJ (2014) Statistical emulation of climate model projections based on precomputed gcm runs. J Clim 27(5):1829–1844
Dunn RJ, Willett KM, Parker DE (2019) Changes in statistical distributions of sub-daily surface temperatures and wind speed. Earth Syst Dynam 10(4):765–788
Fischer EM, Schär C (2009) Future changes in daily summer temperature variability: driving processes and role for temperature extremes. Clim Dynam 33(7):917–935
Haugen MA, Stein ML, Moyer EJ, Sriver RL (2018) Estimating changes in temperature distributions in a large ensemble of climate simulations using quantile regression. J Clim 31(20):8573–8588
Huang WK, Stein ML, McInerney DJ, Sun S, Moyer EJ (2016) Estimating changes in temperature extremes from millennial-scale climate simulations using generalized extreme value (gev) distributions. Adv Stat Climatol, Meteorol Oceanography 2(1):79–103
McKinnon KA, Simpson IR, (2022) . How unexpected was the, (2021) pacific northwest heatwave? Geophysical Research Letters. 49(18):100
Poppick A, McInerney DJ, Moyer EJ, Stein ML (2016) Temperatures in transient climates: improved methods for simulations with evolving temporal covariances. Annals Appl Stat 10(1):477–505
Poppick A, Nardi J, Feldman N, Baker AH, Pinard A, Hammerling DM (2020) A statistical analysis of lossily compressed climate model data. Comput Geosci 145:104599
Rhines A, McKinnon KA, Tingley MP, Huybers P (2017) Seasonally resolved distributional trends of north american temperatures show contraction of winter variability. J Clim 30(3):1139–1157
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Poppick, A. Discussion on “Saving Storage in Climate Ensembles: A Model-Based Stochastic Approach”. JABES 28, 345–348 (2023). https://doi.org/10.1007/s13253-023-00537-2