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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Software . 2023
Data sources: ZENODO
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Software . 2023
Data sources: Datacite
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Reproduction of: Retiring Adult - New Datasets for Fair Machine Learning (IS477)

Authors: Wu, Maison;

Reproduction of: Retiring Adult - New Datasets for Fair Machine Learning (IS477)

Abstract

# Overview The repository is designed for the course "IS-477: Data Management, Curation, and Reproducibility" for the Fall 2023 semester. I'm tasked with understanding and practicing data management and appreciating the essence of reproducibility. My primary assignment is to reproduce specific machine learning outcomes from a research paper (Citation: Ding, F., Hardt, M., Miller, J., & Schmidt, L. (2022). Retiring Adult: New Datasets for Fair Machine Learning. arXiv:2108.04884. Retrieved from https://doi.org/10.48550/arXiv.2108.04884), using a logistic regression model on the UCI Adult dataset. I'll be using Git, GitHub, and Python to achieve this. Throughout this journey, I'll delve deep into data rights, ensure the quality of the data I work with, and automate my data workflows. Additionally, I'll learn the importance of documenting my work and preserving research. This project is a testament to the importance of transparency and precision in research.

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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