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What Role Does Hydrological Science Play in the Age of Machine Learning? 期刊论文
Water Resources Research, 2020
作者:  Grey S. Nearing;  Frederik Kratzert;  Alden Keefe Sampson;  Craig S. Pelissier;  Daniel Klotz;  Jonathan M. Frame;  Cristina Prieto;  Hoshin V. Gupta
收藏  |  浏览/下载：6/0  |  提交时间：2020/11/20
Does Information Theory Provide a New Paradigm for Earth Science? Hypothesis Testing 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Nearing, Grey S.;  Ruddell, Benjamin L.;  Bennett, Andrew R.;  Prieto, Cristina;  Gupta, Hoshin V.
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02
information theory  hypothesis testing  model evaluation  epistemic uncertainty  
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载：7/0  |  提交时间：2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
Information Theory for Model Diagnostics: Structural Error is Indicated Trade-Off Between Functional and Predictive Performance 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6534-6554
作者:  Ruddell, Benjamin L.;  Drewry, Darren T.;  Nearing, Grey S.
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Quantifying Process Connectivity With Transfer Entropy in Hydrologic Models 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (6) : 4613-4629
作者:  Bennett, Andrew;  Nijssen, Bart;  Ou, Gengxin;  Clark, Martyn;  Nearing, Grey
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/26
transfer entropy  process network  model intercomparison  
The Efficiency of Data Assimilation 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (9) : 6374-6392
作者:  Nearing, Grey;  Yatheendradas, Soni;  Crow, Wade;  Zhan, Xiwu;  Liu, Jicheng;  Chen, Fan
收藏  |  浏览/下载：7/0  |  提交时间：2019/04/09
data assimilation  information theory  Bayesian efficiency  soil moisture  
Nonparametric triple collocation 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (7)
作者:  Nearing, Grey S.;  Yatheendradas, Soni;  Crow, Wade T.;  Bosch, David D.;  Cosh, Michael H.;  Goodrich, David C.;  Seyfried, Mark S.;  Starks, Patrick J.
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09