Description
Code and research results for SaTML 2023 research paper. Originally released here: https://github.com/pat-alt/endogenous-macrodynamics-in-algorithmic-recourse.
The research results include:
Folders with images that went into a) the body of the paper or b) the online companion.
Folders with results (.jls; .csv) for different experiments: a) synthetic data; b) real-world data; and, c) mitigation strategies for both categories of datasets (see paper for details on experiments). Results for all categories are further grouped by dataset.
For each dataset, results include: a) "experiment.jls" files that can be loaded into a Julia session: the loaded Julia objects are structs that contain all settings characterizing a specific experiment. b) "output.csv" files that contain the final experimental outputs: estimated counterfactual evaluation metrics groups by model and counterfactual explainer.
The research results include:
Folders with images that went into a) the body of the paper or b) the online companion.
Folders with results (.jls; .csv) for different experiments: a) synthetic data; b) real-world data; and, c) mitigation strategies for both categories of datasets (see paper for details on experiments). Results for all categories are further grouped by dataset.
For each dataset, results include: a) "experiment.jls" files that can be loaded into a Julia session: the loaded Julia objects are structs that contain all settings characterizing a specific experiment. b) "output.csv" files that contain the final experimental outputs: estimated counterfactual evaluation metrics groups by model and counterfactual explainer.
| Date made available | 2025 |
|---|---|
| Publisher | TU Delft - 4TU.ResearchData |
Research output
- 1 Conference contribution
-
Endogenous Macrodynamics in Algorithmic Recourse
Altmeyer, P., Giovan, A., Buszydlik, A., Dobiczek, K., van Deursen, A. & Liem, C. C. S., 2023, Proceedings of the 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML). Ceballos, C. (ed.). Piscataway: IEEE, p. 418-431 14 p.Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review
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