Racial disparities in the criminal justice system: Prevalence, causes, and a search for solutions

MB Kovera - Journal of Social Issues, 2019 - Wiley Online Library
Racial disparities in the criminal justice system are well documented and widespread. The
present review examines racial disparities in three areas of the system: policing, prison …

Cumulative disadvantage in the American criminal justice system

MC Kurlychek, BD Johnson - Annual Review of Criminology, 2019 - annualreviews.org
Research on inequality in punishment has a long and storied history, yet the overwhelming
focus has been on episodic disparity in isolated stages of criminal case processing (eg …

[图书][B] Predict and surveil: Data, discretion, and the future of policing

S Brayne - 2021 - books.google.com
The scope of criminal justice surveillance has expanded rapidly in recent decades. At the
same time, the use of big data has spread across a range of fields, including finance …

Wilds: A benchmark of in-the-wild distribution shifts

PW Koh, S Sagawa, H Marklund… - International …, 2021 - proceedings.mlr.press
Distribution shifts—where the training distribution differs from the test distribution—can
substantially degrade the accuracy of machine learning (ML) systems deployed in the wild …

The impact of machine learning on economics

S Athey - The economics of artificial intelligence: An agenda, 2018 - degruyter.com
I believe that machine learning (ML) will have a dramatic impact on the field of economics
within a short time frame. Indeed, the impact of ML on economics is already well underway …

Fairness constraints: A flexible approach for fair classification

MB Zafar, I Valera, M Gomez-Rodriguez… - Journal of Machine …, 2019 - jmlr.org
Algorithmic decision making is employed in an increasing number of real-world applications
to aid human decision making. While it has shown considerable promise in terms of …

Algorithmic decision making and the cost of fairness

S Corbett-Davies, E Pierson, A Feller, S Goel… - Proceedings of the 23rd …, 2017 - dl.acm.org
Algorithms are now regularly used to decide whether defendants awaiting trial are too
dangerous to be released back into the community. In some cases, black defendants are …

Interpretable algorithmic forensics

BL Garrett, C Rudin - … of the National Academy of Sciences, 2023 - National Acad Sciences
One of the most troubling trends in criminal investigations is the growing use of “black box”
technology, in which law enforcement rely on artificial intelligence (AI) models or algorithms …

Fairness beyond disparate treatment & disparate impact: Learning classification without disparate mistreatment

MB Zafar, I Valera, M Gomez Rodriguez… - Proceedings of the 26th …, 2017 - dl.acm.org
Automated data-driven decision making systems are increasingly being used to assist, or
even replace humans in many settings. These systems function by learning from historical …

[图书][B] Proactive policing: Effects on crime and communities

MK Majmundar, D Weisburd - 2018 - books.google.com
Proactive policing, as a strategic approach used by police agencies to prevent crime, is a
relatively new phenomenon in the United States. It developed from a crisis in confidence in …