Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

Flow prediction in ungauged catchments using probabilistic Random Forests regionalization and new statistical adequacy tests

(2019) Cristina Prieto et al.   WATER RESOURCES RESEARCH

End-to-End Differentiable Learning of Protein Structure

(2019) Mohammed AlQuraishi   Cell Systems

Learning to predict the cosmological structure formation

(2019) Siyu He et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

“Grand Challenges” in Big Data and the Earth Sciences

(2018) S. L. Sellars   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Benchmarking and Process Diagnostics of Land Models

(2018) Grey S. Nearing et al.   JOURNAL OF HYDROMETEOROLOGY

A ranking of hydrological signatures based on their predictability in space

(2018) N. Addor et al.   WATER RESOURCES RESEARCH

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Benchmarking of a Physically Based Hydrologic Model

(2017) Andrew J. Newman et al.   JOURNAL OF HYDROMETEOROLOGY

Towards Real-Time Continental Scale Streamflow Simulation in Continuous and Discrete Space

(2017) Fernando R. Salas et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Benchmarking NLDAS-2 Soil Moisture and Evapotranspiration to Separate Uncertainty Contributions

(2016) Grey S. Nearing et al.   JOURNAL OF HYDROMETEOROLOGY

Time for in situ renaissance

(2015) B. M. Fekete et al.   SCIENCE

The quantity and quality of information in hydrologic models

(2015) Grey S. Nearing et al.   WATER RESOURCES RESEARCH

A decade of Predictions in Ungauged Basins (PUB)—a review

(2013) M. Hrachowitz et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Streamflow Prediction in Ungauged Basins: Review of Regionalization Methods

(2012) Tara Razavi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

The NumPy Array: A Structure for Efficient Numerical Computation

(2011) Stéfan van der Walt et al.   COMPUTING IN SCIENCE & ENGINEERING

Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale

(2010) Luis Samaniego et al.   WATER RESOURCES RESEARCH

Stationarity Is Dead: Whither Water Management?

(2008) P. C. D. Milly et al.   SCIENCE