Philosophy & Technology · 2017 · 399 citations · 39 references
ComputingPolitical ScienceAlgorithmsDecision AnalysisPublic EthicsAccountabilityAlgorithmic GovernanceEthics Of Automated Decision-makingPolitical AccountabilityAccountability Of Algorithmic SystemsAlgorithmic AccountabilityGovernance Of AlgorithmsHuman-in-the-loop Decision Making
The ever-increasing application of algorithms to decision-making in a range of social contexts has prompted demands for algorithmic accountability. Accountable decision-makers must provide their decision-subjects with justifications for their automated system's outputs, but what kinds of broader principles should we expect such justifications to appeal to? Drawing from political philosophy, I present an account of algorithmic accountability in terms of the democratic ideal of 'public reason'. I argue that situating demands for algorithmic accountability within this justificatory framework enables us to better articulate their purpose and assess the adequacy of efforts toward them.
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Artificial intelligence: a modern approach
Choice Reviews Online · 1995 · 22.2K citations · Full text
Empirical Model Building and Response Surfaces
Anne E. Freeny, George E. P. Box, Norman R. Draper · Technometrics · 1988 · 5.1K citations