Algorithms, including those that can learn to predict from historical data, are making increasingly consequential decisions about the lives of individual citizens in domains as diverse as advertising, credit, employment, education, and criminal sentencing. This trend has been accompanied by increasing concern and alarm over potential erosions of privacy, fairness, transparency, and accountability.
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