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Large-scale policing data is vital for detecting inequity in police behavior and policing algorithms.
Ethical principles of psychologists and code of conduct
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Doubly robust internal benchmarking and false discovery rates for detecting racial bias in police stops
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A computer program used for bail and sentencing decisions was labeled biased against blacks. It’s actually not that clear
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Precinct or prejudice? Understanding racial disparities in New York City’s stop-and-frisk policy
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Rift Between Officers and Residents as Killings Persist in South Bronx
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Algorithmic decision making and the cost of fairness. In Proceedings of the 23rd acm sigkdd international conference on knowledge discovery and data mining . 797–806
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Using deep learning and Google Street View to estimate the demographic makeup of neighborhoods across the United States
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The BDD-Nexar Collective: A Large-Scale, Crowsourced, Dataset of Driving Scenes
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As Troopers Are Diverted, Deployment Data Remains Restricted
Benjamin Mueller. 2017 · 2017
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New York Police Urged to Fix Inequities in Deployment of Investigators
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Disparate impact in big data policing
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The problem of infra-marginality in outcome tests for discrimination
Camelia Simoiu, Sam Corbett-Davies, and Sharad Goel. 2017 · 2017
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Exploring Traffic Features on Google Street View Images. In Proceedings of the 2017 International Conference on Wireless Communications, Networking and Applications (Shenzhen, China) (WCNA 2017) . Association for Computing Machinery, New York, NY, USA, 230–234
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Investigation of the Chicago Police Department
United States Department of Justice Civil Rights Division and United States Attorney’s Office for Northern District of Illinois. 2017 · 2017
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Language from police body camera footage shows racial disparities in officer respect
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Racial disparities in automated speech recognition
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A large-scale analysis of racial disparities in police stops across the United States
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Big data driven detection of trees in suburban scenes using visual spectrum eye level photography
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Joy Buolamwini and Timnit Gebru. 2018 · 2018
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The measure and mismeasure of fairness: A critical review of fair machine learning
Sam Corbett-Davies and Sharad Goel. 2018 · 2018
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Omitted and included variable bias in tests for disparate impact
Jongbin Jung, Sam Corbett-Davies, Ravi Shroff, and Sharad Goel. 2018 · 2018
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Automatic discovery and geotagging of objects from street view imagery
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VisDA: A Synthetic-to-Real Benchmark for Visual Domain Adaptation. In 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) . IEEE, Salt Lake City, UT, USA, 2102–21025
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Fast threshold tests for detecting discrimination. In International conference on artificial intelligence and statistics . PMLR, 96–105
Emma Pierson, Sam Corbett-Davies, and Sharad Goel. 2018 · 2018
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Predicting more biased policing in Baltimore
Michael Pinard. 2018 · 2018
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Andrew Thirlwell and Ognjen Arandjelović. 2020 · 2020
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Manhole detection using image processing on google street view imagery. In 2020 Third International Conference on Smart Systems and Inventive Technology (ICSSIT) . IEEE, 684–688
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Bdd100k: A diverse driving dataset for heterogeneous multitask learning. In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition . 2636–2645
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LaCNet: Real-time end-to-end arbitrary-shaped lane and curb detection with instance segmentation network. In 2020 16th International Conference on Control, Automation, Robotics and Vision (ICARCV) . IEEE, 184–189
Hui Zhou, Han Wang, Handuo Zhang, and Karunasekera Hasith. 2020 · 2020
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The effects of police violence on inner-city students
Desmond Ang. 2021 · 2021
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Ethical machine learning in healthcare
Irene Y Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, and Marzyeh Ghassemi. 2021 · 2021
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Detecting Pavement Distresses Using Crowdsourced Dashcam Camera Images
Bahar Dadashova, Chiara Silvestri Dobrovolny, and Mahmood Tabesh. 2021 · 2021
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Data-driven policing’s threat to our constitutional rights
Angel Diaz. 2021 · 2021
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A few bad apples? Racial bias in policing
Felipe Goncalves and Steven Mello. 2021 · 2021
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Policing the pandemic: estimating spatial and racialized inequities in New York City police enforcement of COVID-19 mandates
Sandhya Kajeepeta, Emilie Bruzelius, Jessica Z. Ho, and Seth J. Prins. 2022 · 2021
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Wilds: A benchmark of in-the-wild distribution shifts. In International Conference on Machine Learning . PMLR, 5637–5664
Pang Wei Koh, Shiori Sagawa, Henrik Marklund, Sang Michael Xie, Marvin Zhang, Akshay Balsubramani, Weihua Hu, Michihiro Yasunaga, Richard Lanas Phillips, Irena Gao, et al · 2021
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Surveilling Surveillance: Estimating the Prevalence of Surveillance Cameras with Street View Data. In Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society . ACM, Virtual Event USA, 221–230
Hao Sheng, Keniel Yao, and Sharad Goel. 2021 · 2021
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Detecting Disparities in Capacity-Constrained Service Allocations
Benjamin Laufer, Emma Pierson, and Nikhil Garg. Working paper, 2023; ICML Workshop on Responsible Decision Making in Dynamic Environments, 2022 · 2022
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The Police Scorecard
Samuel Sinyangwe et al · 2022
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YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
Chien-Yao Wang, Alexey Bochkovskiy, and Hong-Yuan Mark Liao. 2022 · 2022
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Trucks Don’t Mean Trump: Diagnosing Human Error in Image Analysis. In 2022 ACM Conference on Fairness, Accountability, and Transparency . 799–813
JD Zamfirescu-Pereira, Jerry Chen, Emily Wen, Allison Koenecke, Nikhil Garg, and Emma Pierson. 2022 · 2022
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Police shootings database 2015-202s3
Jennifer Jenkins, Monika Mathur, John Muyskens, Razzan Nakhlawi, Steven Rich, and Andrew Ba Tran. 2023 · 2023
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NYPD Police Cars
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Scale.AI
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Visual investigations of police misconduct
Visual Investigations Team. 2023 · 2023
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Examining the spatial distribution and temporal change of the green view index in New York City using Google Street View images and deep learning
Xiaojiang Li. 2021 · 2054
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