Monitoring Sustainable Global Development Along Shared Socioeconomic Pathways

no code implementations • 7 Dec 2023 • Michelle W. L. Wan, Jeffrey N. Clark, Edward A. Small, Elena Fillola Mayoral, Raúl Santos-Rodríguez

Sustainable global development is one of the most prevalent challenges facing the world today, hinging on the equilibrium between socioeconomic growth and environmental sustainability.

TraCE: Trajectory Counterfactual Explanation Scores

1 code implementation • 27 Sep 2023 • Jeffrey N. Clark, Edward A. Small, Nawid Keshtmand, Michelle W. L. Wan, Elena Fillola Mayoral, Enrico Werner, Christopher P. Bourdeaux, Raul Santos-Rodriguez

Counterfactual explanations, and their associated algorithmic recourse, are typically leveraged to understand, explain, and potentially alter a prediction coming from a black-box classifier.

counterfactual Counterfactual Explanation +1