Cybertrust: From Explainable to Actionable and Interpretable Artificial Intelligence

被引:21
作者
Linkov, Igor [1 ]
Galaitsi, Stephanie [1 ]
Trump, Benjamin D. [1 ]
Keisler, Jeffrey M. [2 ]
Kott, Alexander [3 ]
机构
[1] US Army Corps Engineers, Engineer Res & Dev Ctr, Concord, MA 01742 USA
[2] Univ Massachusetts, Dept Management Sci & Informat Syst, Boston, MA 02125 USA
[3] US Army Futures Command, Adelphi, MD USA
关键词
Decision making; Prediction algorithms; Cognition; Stakeholders; Machine learning; Heart;
D O I
10.1109/MC.2020.2993623
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We argue that artificial intelligence (AI) systems should be designed with features that build trust by bringing decision-analytic perspectives into AI. Actionable and interpretable AI will incorporate explicit quantifications and visualizations of user confidence in AI recommendations.
引用
收藏
页码:91 / 96
页数:6
相关论文
共 14 条
[1]  
[Anonymous], 2019, ARLSR0421 US ARM RES
[2]   AI-Driven Zero Touch Network and Service Management in 5G and Beyond: Challenges and Research Directions [J].
Benzaid, Chafika ;
Taleb, Tarik .
IEEE NETWORK, 2020, 34 (02) :186-194
[3]  
De Gaspari F., 2019, Autonomous Cyber Deception, P21, DOI [10.1007/978-3-030-02110-8_2, DOI 10.1007/978-3-030-02110-8_2]
[4]   From closed world discourse to digital utopianism: the changing face of responsible computing at Computer Professionals for Social Responsibility (1981-1992) [J].
Finn, Megan ;
DuPont, Quinn .
INTERNET HISTORIES, 2020, 4 (01) :6-31
[5]   Phishing Detection: A Literature Survey [J].
Khonji, Mahmoud ;
Iraqi, Youssef ;
Jones, Andrew .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2013, 15 (04) :2091-2121
[6]  
Lewicki R.J., 2000, The Handbook of Conflict Resolution, P86
[7]  
Linkov I., 2020, Multi-Criteria Decision Analysis-Case Studies in Engineering and the Environment, V2nd
[8]  
Linkov I., 2019, Resilience and hybrid threats: Security and integrity for the digital world, V55
[9]   Governance Strategies for a Sustainable Digital World [J].
Linkov, Igor ;
Trump, Benjamin D. ;
Poinsatte-Jones, Kelsey ;
Florin, Marie-Valentine .
SUSTAINABILITY, 2018, 10 (02)
[10]  
Preece A., 2019, EXPLAINABLE AI INTEL