Search Results for author: Ariel Ortiz-Bobea

Found 3 papers, 1 papers with code

A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction

1 code implementation17 Nov 2021 Joshua Fan, Junwen Bai, Zhiyun Li, Ariel Ortiz-Bobea, Carla P. Gomes

As far as we know, this is the first machine learning method that embeds geographical knowledge in crop yield prediction and predicts the crop yields at county level nationwide.

BIG-bench Machine Learning Crop Yield Prediction

Climate, Agriculture and Food

no code implementations25 May 2021 Ariel Ortiz-Bobea

This chapter provides an overview of recent advancements in the analysis of climate change impacts and adaptation in agriculture with an emphasis on methods.

The Historical Impact of Anthropogenic Climate Change on Global Agricultural Productivity

no code implementations20 Jul 2020 Ariel Ortiz-Bobea, Toby R. Ault, Carlos M. Carrillo, Robert G. Chambers, David B. Lobell

Agricultural research has fostered productivity growth, but the historical influence of anthropogenic climate change on that growth has not been quantified.

counterfactual

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