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Skillful Precipitation Nowcasting using Deep Generative Models of Radar

Apr 02, 2021
Suman Ravuri, Karel Lenc, Matthew Willson, Dmitry Kangin, Remi Lam, Piotr Mirowski, Megan Fitzsimons, Maria Athanassiadou, Sheleem Kashem, Sam Madge, Rachel Prudden, Amol Mandhane, Aidan Clark, Andrew Brock, Karen Simonyan, Raia Hadsell, Niall Robinson, Ellen Clancy, Alberto Arribas, Shakir Mohamed

* 46 pages, 17 figures, 2 tables 

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A review of radar-based nowcasting of precipitation and applicable machine learning techniques

May 11, 2020
Rachel Prudden, Samantha Adams, Dmitry Kangin, Niall Robinson, Suman Ravuri, Shakir Mohamed, Alberto Arribas

* 17 pages This work has been submitted to Monthly Weather Review. Copyright in this work may be transferred without further notice 

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Classification Accuracy Score for Conditional Generative Models

May 26, 2019
Suman Ravuri, Oriol Vinyals

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Learning Implicit Generative Models with the Method of Learned Moments

Jun 28, 2018
Suman Ravuri, Shakir Mohamed, Mihaela Rosca, Oriol Vinyals

* ICML 2018, 6 figures, 17 pages 

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