nonwhite 10
A debiasing technique for place-based algorithmic patrol management
Einarsson, Alexander, Oestmo, Simen, Wollman, Lester, Purves, Duncan, Jenkins, Ryan
In recent years, there has been a revolution in data-driven policing. With that has come scrutiny on how bias in historical data affects algorithmic decision making. In this exploratory work, we introduce a debiasing technique for place-based algorithmic patrol management systems. We show that the technique efficiently eliminates racially biased features while retaining high accuracy in the models. Finally, we provide a lengthy list of potential future research in the realm of fairness and data-driven policing which this work uncovered.
Country:
- Europe > Slovenia > Coastal-Karst > Municipality of Koper > Koper (0.04)
- Oceania > New Zealand (0.04)
- North America > United States > Louisiana > Caddo Parish > Shreveport (0.04)
- (3 more...)
Industry:
Technology:
- Information Technology > Data Science > Data Mining (0.92)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.67)
- Information Technology > Information Management (0.67)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.67)