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Won Chang
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Large ensemble modeling of the last deglacial retreat of the West Antarctic Ice Sheet: comparison of simple and advanced statistical techniques
D Pollard, W Chang, M Haran, P Applegate, R DeConto
Geoscientific Model Development 9 (5), 1697-1723, 2016
892016
Changes in spatiotemporal precipitation patterns in changing climate conditions
W Chang, ML Stein, J Wang, VR Kotamarthi, EJ Moyer
Journal of Climate 29 (23), 8355-8376, 2016
832016
Calibrating an ice sheet model using high-dimensional binary spatial data
W Chang, M Haran, P Applegate, D Pollard
Journal of the American Statistical Association 111 (513), 57-72, 2016
602016
Fast dimension-reduced climate model calibration and the effect of data aggregation
W Chang, M Haran, R Olson, K Keller
542014
Fast and accurate learned multiresolution dynamical downscaling for precipitation
J Wang, Z Liu, I Foster, W Chang, R Kettimuthu, VR Kotamarthi
Geoscientific Model Development 14 (10), 6355-6372, 2021
352021
What is the effect of unresolved internal climate variability on climate sensitivity estimates?
R Olson, R Sriver, W Chang, M Haran, NM Urban, K Keller
Journal of Geophysical Research: Atmospheres 118 (10), 4348-4358, 2013
302013
Probabilistic calibration of a Greenland Ice Sheet model using spatially resolved synthetic observations: toward projections of ice mass loss with uncertainties
W Chang, PJ Applegate, M Haran, K Keller
Geoscientific Model Development 7 (5), 1933-1943, 2014
28*2014
Monthly rainfall-runoff modeling at watershed scale: A comparative study of data-driven and theory-driven approaches
W Chang, X Chen
Water 10 (9), 1116, 2018
242018
A composite likelihood approach to computer model calibration with high-dimensional spatial data
W Chang, M Haran, R Olson, K Keller
Statistica Sinica, 243-259, 2015
182015
High-fidelity hurricane surge forecasting using emulation and sequential experiments
M Plumlee, TG Asher, W Chang, MV Bilskie
172021
Improving ice sheet model calibration using paleoclimate and modern data
W Chang, M Haran, P Applegate, D Pollard
172016
Diagnosing added value of convection-permitting regional models using precipitation event identification and tracking
W Chang, J Wang, J Marohnic, VR Kotamarthi, EJ Moyer
Climate Dynamics, 2018
162018
Computer model calibration based on image warping metrics: an application for sea ice deformation
Y Guan, C Sampson, JD Tucker, W Chang, A Mondal, M Haran, D Sulsky
Journal of Agricultural, Biological and Environmental Statistics 24, 444-463, 2019
122019
A novel method to test non-exclusive hypotheses applied to Arctic ice projections from dependent models
R Olson, SI An, Y Fan, W Chang, JP Evans, JY Lee
Nature communications 10 (1), 3016, 2019
122019
Bayesian pollution source identification via an inverse physics model
Y Hwang, HJ Kim, W Chang, K Yeo, Y Kim
Computational statistics & data analysis 134, 76-92, 2019
122019
An illustration of model agnostic explainability methods applied to environmental data
CK Wikle, A Datta, BV Hari, EL Boone, I Sahoo, I Kavila, S Castruccio, ...
Environmetrics 34 (1), e2772, 2023
92023
Computer model calibration with time series data using deep learning and quantile regression
S Bhatnagar, W Chang, SKJ Wang
SIAM/ASA Journal on Uncertainty Quantification 10 (1), 2022
92022
An interaction Neyman–Scott point process model for coronavirus disease-19
J Park, W Chang, B Choi
Spatial Statistics 47, 100561, 2022
82022
Ice model calibration using semicontinuous spatial data
W Chang, BA Konomi, G Karagiannis, Y Guan, M Haran
The Annals of Applied Statistics 16 (3), 1937-1961, 2022
52022
Fast and accurate learned multiresolution dynamical downscaling for precipitation. Geoscientific Model Development, 14 (10): 6355–6372, 2021. doi: 10.5194
J Wang, Z Liu, I Foster, W Chang, R Kettimuthu, VR Kotamarthi
gmd-14-6355-2021. URL https://gmd. copernicus. org/articles/14/6355, 2021
52021
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