coverage and size
Country:
- North America > United States > California > Los Angeles County > Los Angeles (0.27)
- North America > United States > Virginia (0.04)
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- Research Report > Experimental Study (1.00)
- Research Report > Promising Solution (0.67)
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- Law (0.67)
- Health & Medicine > Therapeutic Area (0.45)
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- Information Technology > Data Science > Data Mining (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.67)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.67)
Conformal Classification with Equalized Coverage for Adaptively Selected Groups
These sets reflect the model's confidence
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- North America > United States > California > Los Angeles County > Los Angeles (0.27)
- North America > United States > Virginia (0.04)
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- Research Report > Experimental Study (1.00)
- Research Report > Promising Solution (0.67)
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- Law (0.67)
- Health & Medicine > Therapeutic Area (0.45)
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- Information Technology > Data Science > Data Mining (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.67)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.67)
Conformal Classification with Equalized Coverage for Adaptively Selected Groups
This paper introduces a conformal inference method to evaluate uncertainty in classification by generating prediction sets with valid coverage conditional on adaptively chosen features. These features are carefully selected to reflect potential model limitations or biases. This can be useful to find a practical compromise between efficiency -- by providing informative predictions -- and algorithmic fairness -- by ensuring equalized coverage for the most sensitive groups. We demonstrate the validity and effectiveness of this method on simulated and real data sets.
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- North America > United States > California > Los Angeles County > Los Angeles (0.27)
- North America > United States > Virginia (0.04)
Genre:
- Research Report > Experimental Study (0.93)
- Research Report > Promising Solution (0.67)
Technology:
- Information Technology > Data Science > Data Mining (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.92)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.65)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.46)