Search Results for author: Solomon Hsiang

Found 3 papers, 1 papers with code

Using Satellite Imagery and Deep Learning to Evaluate the Impact of Anti-Poverty Programs

1 code implementation23 Apr 2021 Luna Yue Huang, Solomon Hsiang, Marco Gonzalez-Navarro

We infer changes in household wealth based on satellite-derived changes in housing quality and obtain consistent results with the traditional field-survey based approach.

A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery

no code implementations16 Oct 2020 Esther Rolf, Jonathan Proctor, Tamma Carleton, Ian Bolliger, Vaishaal Shankar, Miyabi Ishihara, Benjamin Recht, Solomon Hsiang

Combining satellite imagery with machine learning (SIML) has the potential to address global challenges by remotely estimating socioeconomic and environmental conditions in data-poor regions, yet the resource requirements of SIML limit its accessibility and use.

BIG-bench Machine Learning regression +1

Accounting for Unobservable Heterogeneity in Cross Section Using Spatial First Differences

no code implementations16 Oct 2018 Hannah Druckenmiller, Solomon Hsiang

We develop a cross-sectional research design to identify causal effects in the presence of unobservable heterogeneity without instruments.

Management Time Series Analysis

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