Achieving Fairness with Decision Trees: An Adversarial Approach
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DOI: 10.1007/s41019-020-00124-2
Abstract: Fair classification has become an important topic in machine learning research. While most bias mitigation strategies focus on neural networks, we noticed a lack of work on fair classifiers based on decision trees even though… read more here.
Keywords: decision trees; tree boosting; gradient tree; approach ... See more keywords
Detecting hospital-acquired infections: A document classification approach using support vector machines and gradient tree boosting
Sign Up to like & getrecommendations! Published in 2018 at "Health Informatics Journal"
DOI: 10.1177/1460458216656471
Abstract: Hospital-acquired infections pose a significant risk to patient health, while their surveillance is an additional workload for hospital staff. Our overall aim is to build a surveillance system that reliably detects all patient records that… read more here.
Keywords: gradient tree; acquired infections; support vector; hospital ... See more keywords