Parallel Population and Parallel Human: A Cyber-Physical Social Approach
暫譯: 平行人口與平行人類:一種網絡物理社會方法
Ye, Peijun, Wang, Fei-Yue
商品描述
Proposes a new paradigm to investigate an individual's cognitive deliberation in dynamic human-machine interactions
Today, intelligent machines enable people to interact remotely with friends, family, romantic partners, colleagues, competitors, organizations, and others. Virtual reality (VR), augmented reality (AR), artificial intelligence (AI), mobile social media, and other technologies have been driving these interactions to an unprecedented level. As the complexity in system control and management with human participants increases, engineers are facing challenges that arise from the uncertainty of operators or users.
Parallel Population and Parallel Human: A Cyber-Physical Social Approach presents systemic solutions for modeling, analysis, computation, and management of individuals' cognition and decision-making in human-participated systems, such as the MetaVerse. With a virtual-real behavioral approach that seeks to actively prescribe user behavior through cognitive and dynamic learning, the authors present a parallel population/human model for optimal prescriptive control and management of complex systems that leverages recent advances in artificial intelligence. Throughout the book, the authors address basic theory and methodology for modeling, describe various implementation techniques, highlight potential acceleration technologies, discuss application cases from different fields, and more. In addition, the text:
- Considers how an individual's behavior is formed and how to prescribe their behavioral modes
- Describes agent-based computation for complex social systems based on a synthetic population from realistic individual groups
- Proposes a universal algorithm applicable to a wide range of social organization types
- Extends traditional cognitive modeling by utilizing a dynamic approach to investigate cognitive deliberation in highly time-variant tasks
- Presents a new method that can be used for both large-scale social systems and real-time human-machine interactions without extensive experiments for modeling
Parallel Population and Parallel Human: A Cyber-Physical Social Approach is a must-read for researchers, engineers, scientists, professionals, and graduate students who work on systems engineering, human-machine interaction, cognitive computing, and artificial intelligence.
商品描述(中文翻譯)
提出一種新的範式,以研究個體在動態人機互動中的認知思考
如今,智能機器使人們能夠與朋友、家人、戀愛伴侶、同事、競爭對手、組織等進行遠程互動。虛擬實境(VR)、擴增實境(AR)、人工智慧(AI)、行動社交媒體及其他技術將這些互動推向前所未有的水平。隨著系統控制和管理中人類參與者的複雜性增加,工程師面臨來自操作員或使用者不確定性所帶來的挑戰。
平行人口與平行人類:一種網路物理社會方法 提出了針對人類參與系統(如MetaVerse)中個體認知和決策的建模、分析、計算和管理的系統解決方案。透過一種虛擬-現實行為方法,旨在通過認知和動態學習主動規範使用者行為,作者提出了一個平行人口/人類模型,以最佳的規範控制和管理複雜系統,並利用人工智慧的最新進展。在整本書中,作者探討了建模的基本理論和方法,描述了各種實施技術,突顯潛在的加速技術,討論來自不同領域的應用案例等。此外,文本還:
- 考慮個體行為的形成及如何規範其行為模式
- 描述基於現實個體群體的合成人口的複雜社會系統的基於代理的計算
- 提出一種適用於各種社會組織類型的通用算法
- 通過動態方法擴展傳統認知建模,以研究在高度時間變化任務中的認知思考
- 提出一種新方法,可用於大規模社會系統和實時人機互動,而無需進行廣泛的建模實驗
平行人口與平行人類:一種網路物理社會方法 是從事系統工程、人機互動、認知計算和人工智慧的研究人員、工程師、科學家、專業人士和研究生的必讀書籍。
作者簡介
Peijun Ye is an Associate Professor at the State Key Laboratory for Management and Control of Complex Systems with the Institute of Automation at the Chinese Academy of Sciences. His research mainly focuses on cognitive computing, artificial intelligence, computational social science and intelligent transportation systems. He is an Associate Editor for several IEEE Transactions and journals.
Fei-Yue Wang is Director of the State Key Laboratory for Management and Control of Complex Systems with the Institute of Automation at the Chinese Academy of Sciences, where he founded the Intelligent Control and Systems Engineering Center. He is an AAAS Fellow, ASME Fellow, IFAC Fellow, INCOSE Fellow, IEEE Fellow and an Outstanding Scientist of ACM. He has been serving as the Editor-in-Chief of several IEEE Transactions and journals.
作者簡介(中文翻譯)
葉培君是中國科學院自動化研究所複雜系統管理與控制國家重點實驗室的副教授。他的研究主要集中在認知計算、人工智慧、計算社會科學和智慧交通系統。他是幾本IEEE Transactions及其他期刊的副編輯。
王飛躍是中國科學院自動化研究所複雜系統管理與控制國家重點實驗室的主任,並創立了智慧控制與系統工程中心。他是美國科學促進會(AAAS)會士、機械工程師學會(ASME)會士、國際自動控制聯盟(IFAC)會士、國際系統工程協會(INCOSE)會士、IEEE會士及ACM傑出科學家。他曾擔任幾本IEEE Transactions及其他期刊的主編。