Machine Bias — ProPublica
WEBMay 23, 2016 · Machine Bias: Investigating the algorithms that control our lives. Read the Documents. Northpointe document collection. Sentencing reports that include risk assessments. Get the Data. Read about...
What Algorithmic Injustice Looks Like in Real Life - ProPublica
WEBMay 25, 2016 · There’s software used across the country to predict future criminals. And it’s biased against blacks. Read the story. We looked at the risk scores the program spit out for more than 7,000 ...
Bias in Criminal Risk Scores Is Mathematically Inevitable ... - ProPublica
WEBDec 30, 2016 · The racial bias that ProPublica found in a formula used by courts and parole boards to forecast future criminal behavior arises inevitably from the test’s design, according to new research. The...
WEBFeb 17, 2021 · ProPublica investigative journalists claimed that the COMPAS algorithm is biased and released their findings as open data sets. The ProPublica data started a prolific and mathematically-specific conversation about risk assessment as well as a broader conversation on the social impact of algorithms.
Fairness and Bias in Machine Learning Workshop - GitHub Pages
WEBFeb 26, 2021 · This workshops provides a gentle introduction to the fairness and bias in machine learning applications with a focus on the ProPublica’s Analysis of the COMPAS algorithm.
The accuracy, fairness, and limits of predicting recidivism
WEBJan 17, 2018 · We compare the overall accuracy and bias in human assessment with the algorithmic assessment of COMPAS. Throughout, a positive prediction is one in which a defendant is predicted to recidivate, whereas a negative prediction is one in which they are predicted to not recidivate.
What Is Algorithmic Bias? - IBM
WEB2 days ago · Algorithmic bias occurs when systematic errors in machine learning algorithms produce unfair or discriminatory outcomes. It often reflects or reinforces existing socioeconomic, racial and gender biases. Artificial intelligence (AI) systems use algorithms to discover patterns and insights in data, or to predict output values from a given set of ...
ProPublica's Machine Bias - Vocab, Definition, and Must Know
WEBProPublica's Machine Bias refers to an investigative report that uncovered biases in the algorithms used by the criminal justice system, particularly in the context of risk assessments for recidivism.
Algorithms Were Supposed to Reduce Bias in Criminal …
WEBFeb 23, 2023 · ProPublica found that one particular system used by courts across the country guessed wrong about two times as often for Black people than for white people: it mislabeled twice as many Black people who didn’t reoffend as …
Algorithmic bias detection and mitigation: Best practices and …
WEBMay 22, 2019 · Our research presents a framework for algorithmic hygiene, which identifies some specific causes of biases and employs best practices to identify and mitigate them. We also present a set of...