Algorithmic Decision-Making in AVs: Understanding Ethical and Technical Concerns for Smart Cities

@article{Lim2019AlgorithmicDI,
  title={Algorithmic Decision-Making in AVs: Understanding Ethical and Technical Concerns for Smart Cities},
  author={Hazel Si Min Lim and Araz Taeihagh},
  journal={PRN: Technology \& Ethics (Sub-Topic)},
  year={2019}
}
Autonomous Vehicles (AVs) are increasingly embraced around the world to advance smart mobility and more broadly, smart, and sustainable cities. Algorithms form the basis of decision-making in AVs, allowing them to perform driving tasks autonomously, efficiently, and more safely than human drivers and offering various economic, social, and environmental benefits. However, algorithmic decision-making in AVs can also introduce new issues that create new safety risks and perpetuate discrimination… 

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References

SHOWING 1-10 OF 165 REFERENCES

Influencing Factors of Driving Decision-Making Under the Moral Dilemma

Key factors are extracted to characterize the driving decisions under different scenarios and quantified by the gray relation entropy analysis method, and showed that priority levels of the influencing factors in each moral dilemma were considerably different.

Governing autonomous vehicles: emerging responses for safety, liability, privacy, cybersecurity, and industry risks

It is revealed that, thus far, governments have in most instances avoided stringent measures in order to promote AV developments and the majority of responses are non-binding and focus on creating councils or working groups to better explore AV implications.

Autonomous Vehicles for Smart and Sustainable Cities: An In-Depth Exploration of Privacy and Cybersecurity Implications

The efforts taken by federal governments in the US, the UK, China, Australia, Japan, Singapore, South Korea, Germany, France, and the EU, and by US state governments to address AV-related privacy and cybersecurity risks are reviewed.

The social dilemma of autonomous vehicles

Even though participants approve of autonomous vehicles that might sacrifice passengers to save others, respondents would prefer not to ride in such vehicles, and regulating for utilitarian algorithms may paradoxically increase casualties by postponing the adoption of a safer technology.

Incorporating Ethical Considerations Into Automated Vehicle Control

A set of ethical frameworks are used to map design decisions for a model predictive control problem to philosophical principles and the strong link between ethical principles and actual vehicle behavior developed through this approach is demonstrated.

Does the GDPR Help or Hinder Fair Algorithmic Decision-Making?

This dissertation proposes that Article 22, and the other provisions for data subjects’ rights, are insufficient for regulating the use of ADM on the “natural persons” 6 who are intended to be protected by the GDPR.

The challenges and limits of big data algorithms in technocratic governance

Away from Trolley Problems and Toward Risk Management

The shortcomings of the trolley problem are discussed, more nuanced examples that involve crash risk and uncertainty are introduced, and risk management is introduced as an alternative approach, and its ethical dimensions are discussed.

Irresponsibilities, inequalities and injustice for autonomous vehicles

  • Hin-Yan Liu
  • Political Science
    Ethics and Information Technology
  • 2017
A thought experiment is introduced which situates autonomous vehicles within the context of crash optimisation impulses and coordinated or networked decision-making and argues that guiding ethical frameworks overlook compound or aggregated effects which may arise, and which can lead to subtle forms of structural discrimination.
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