Decision Support Based on Human-Machine Collective Intelligence: Major Challenges

被引:7
作者
Smirnov, Alexander [1 ]
Ponomarev, Andrew [1 ]
机构
[1] Russian Acad Sci, St Petersburg Inst Informat & Automat, 14th Line 39, St Petersburg, Russia
来源
INTERNET OF THINGS, SMART SPACES, AND NEXT GENERATION NETWORKS AND SYSTEMS, NEW2AN 2019, RUSMART 2019 | 2019年 / 11660卷
基金
俄罗斯科学基金会;
关键词
Collective intelligence; Artificial intelligence; Human-Machine systems; Human-in-the-Loop; Decision support; SELF-ORGANIZATION;
D O I
10.1007/978-3-030-30859-9_10
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The paper discusses a novel class of decision support systems, based on an environment, leveraging human-machine collective intelligence. The distinctive feature of the proposed environment is support for natural self-organization processes in the community of participants. Most of the existing approaches for leveraging human expertise in a computing system rely on a pre-defined rigid workflow specification, and those very few systems that try to overcome this limitation sidestep current body of knowledge of self-organization in artificial and natural systems. The paper outlines the general vision of the proposed environment, identifies main challenges that has to be dealt with in order to develop such environment and describes ways to address them. Potential applications of such decision support environment are ubiquitous and influence virtually all areas of human activities, especially in complex domains: business management, environment problems, and government decisions.
引用
收藏
页码:113 / 124
页数:12
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