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Related Questions
- Can proxy variables be biased, and if so, how does this affect the accuracy of machine learning predictions?
- How does the selection of proxy variables influence the fairness of machine learning models, particularly in the context of sensitive attributes?
- What are some common pitfalls to avoid when choosing proxy variables to mitigate bias in machine learning models?
- How can the choice of proxy variables impact the interpretability of machine learning models, and what are the implications for model explainability?
- Can proxy variables be used to improve the robustness of machine learning models to distribution shifts, and if so, how?
- How does the choice of proxy variables affect the generalizability of machine learning models to new, unseen data?
- What are some techniques for evaluating the impact of proxy variables on the accuracy and fairness of machine learning predictions?
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