A Voting-Based System for Ethical Decision Making

被引:0
|
作者
Noothigattu, Ritesh [1 ]
Gaikwad, Snehalkumar 'Neil' S. [2 ]
Awad, Edmond [2 ]
Dsouza, Sohan [2 ]
Rahwan, Iyad [2 ]
Ravikumar, Pradeep [3 ]
Procaccia, Ariel D. [4 ]
机构
[1] Carnegie Mellon Univ, Machine Learning Dept, Pittsburgh, PA 15213 USA
[2] MIT, Media Lab, Cambridge, MA 02139 USA
[3] CMU, Machine Learning Dept, Pittsburgh, PA USA
[4] CMU, Comp Sci Dept, Pittsburgh, PA USA
来源
THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE | 2018年
基金
美国国家科学基金会;
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a general approach to automating ethical decisions, drawing on machine learning and computational social choice. In a nutshell, we propose to learn a model of societal preferences, and, when faced with a specific ethical dilemma at runtime, efficiently aggregate those preferences to identify a desirable choice. We provide a concrete algorithm that instantiates our approach; some of its crucial steps are informed by a new theory of swap-dominance efficient voting rules. Finally, we implement and evaluate a system for ethical decision making in the autonomous vehicle domain, using preference data collected from 1.3 million people through the Moral Machine website.
引用
收藏
页码:1587 / 1594
页数:8
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