Assessing academic impacts of machine learning applications on a social science: Bibliometric evidence from economics

An index to quantify an individual's scientific research output

J. E. Hirsch · Proceedings of the National Academy of Sciences · 2005 · 11.5K citations · Full text

Management, Data Science, Statistics +9

UMAP: Uniform Manifold Approximation and Projection

Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text

Computing, Computer Science, Data Visualization +12

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin · Nature Machine Intelligence · 2019 · 9K citations · Full text

Computing, Computer Science, Artificial Intelligence +11

Machine Learning: An Applied Econometric Approach

Sendhil Mullainathan, Jann Spiess · The Journal of Economic Perspectives · 2017 · 1.9K citations · Full text

Social Sciences, Economics, Econometrics +6

Combining satellite imagery and machine learning to predict poverty

Neal Jean, Marshall Burke, Sang Michael Xie et al. · Science · 2016 · 1.6K citations

Social Sciences, Development Studies, Economics +17