典型文献
Parallel cognition:hybrid intelligence for human-machine interaction and management
文献摘要：
As an interdisciplinary research approach,traditional cognitive science adopts mainly the experiment,induction,modeling,and validation paradigm.Such models are sometimes not applicable in cyber-physical-social-systems(CPSSs),where the large number of human users involves severe heterogeneity and dynamics.To reduce the decision-making conflicts between people and machines in human-centered systems,we propose a new research paradigm called parallel cognition that uses the system of intelligent techniques to investigate cognitive activities and functionals in three stages:descriptive cognition based on artificial cognitive systems(ACSs),predictive cognition with computational deliberation experiments,and prescriptive cognition via parallel behavioral prescription.To make iteration of these stages constantly on-line,a hybrid learning method based on both a psychological model and user behavioral data is further proposed to adaptively learn an individual's cognitive knowledge.Preliminary experiments on two representative scenarios,urban travel behavioral prescription and cognitive visual reasoning,indicate that our parallel cognition learning is effective and feasible for human behavioral prescription,and can thus facilitate human-machine cooperation in both complex engineering and social systems.
文献关键词：
中图分类号：
作者姓名：
Peijun YE;Xiao WANG;Wenbo ZHENG;Qinglai WEI;Fei-Yue WANG
作者机构：
State Key Laboratory for Management and Control of Complex Systems,Institute of Automation,Chinese Academy of Sciences,Beijing 100190,China;Qingdao Academy of Intelligent Industries,Qingdao 266109,China;School of Software Engineering,Xi'an Jiaotong University,Xi'an 710049,China;Macao Institute of System Engineering,Macau University of Science and Technology,Macau 999078,China
文献出处：
引用格式：
[1]Peijun YE;Xiao WANG;Wenbo ZHENG;Qinglai WEI;Fei-Yue WANG-.Parallel cognition:hybrid intelligence for human-machine interaction and management)[J].信息与电子工程前沿（英文）,2022(12):1765-1779
A类：
CPSSs
B类：
Parallel,cognition,hybrid,intelligence,human,interaction,management,interdisciplinary,research,approach,traditional,cognitive,science,adopts,mainly,induction,modeling,validation,paradigm,Such,models,are,sometimes,not,applicable,cyber,physical,social,systems,where,large,number,users,involves,severe,heterogeneity,dynamics,To,reduce,decision,making,conflicts,between,people,machines,centered,new,called,parallel,that,uses,intelligent,techniques,investigate,activities,functionals,three,stages,descriptive,artificial,ACSs,predictive,computational,deliberation,experiments,prescriptive,via,behavioral,prescription,make,iteration,these,constantly,line,learning,method,both,psychological,data,further,proposed,adaptively,individual,knowledge,Preliminary,two,representative,scenarios,urban,travel,visual,reasoning,indicate,our,effective,feasible,can,thus,facilitate,cooperation,complex,engineering
AB值：
0.629439
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