Data Analytics and Visualization of Adaptive Collaboration Simulations

被引:4
|
作者
Wachowiak-Smolikova, Renata [1 ]
Zhu, Haibin [1 ]
机构
[1] Nipissing Univ, Dept Comp Sci & Math, North Bay, ON P1B 8L7, Canada
来源
基金
加拿大自然科学与工程研究理事会;
关键词
Collaboration; Data models; Data visualization; Analytical models; Adaptive systems; Adaptation models; Data analysis; Adaptive collaboration (AC); adaptive systems; big data; data analytics; dynamic modeling; role-based collaboration (RBC); visual analytics (VA); VISUAL ANALYTICS; BIG DATA; SYSTEM;
D O I
10.1109/TCSS.2022.3146049
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Role-based collaboration (RBC) is an adaptive computational methodology that uses roles as underlying mechanisms to facilitate and analyze system behavior for entities that collaborate and coordinate their activities with or within these systems. In dynamic environments, including those that occur in large-scale simulations, visualization provides insights into complex systems behaviors. This article presents a visual analytics (VA) approach to studying dynamics involved in adaptive collaboration (AC) for large, multiagent simulation model using new open-source tools. The results show that time-varying systems can be steered for optimal performance and assessing adaptations using VA dashboards.
引用
收藏
页码:84 / 93
页数:10
相关论文
共 50 条
  • [31] Brain Data Bank (BDB) Visualization, Analytics and Beyond
    Chu, N. Nan
    2018 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2018,
  • [32] Smart buildings: Use case for middleware for data visualization and data analytics
    Chitu, Claudia
    Sgârciu, Valentin
    UPB Scientific Bulletin, Series C: Electrical Engineering and Computer Science, 2019, 81 (02): : 75 - 84
  • [33] Big Data Visualization and Visual Analytics of COVID-19 Data
    Leung, Carson K.
    Chen, Yubo
    Hoi, Calvin S. H.
    Shang, Siyuan
    Wen, Yan
    Cuzzocrea, Alfredo
    2020 24TH INTERNATIONAL CONFERENCE INFORMATION VISUALISATION (IV 2020), 2020, : 415 - 420
  • [34] VIM: A Big Data Analytics Tool for Data Visualization and Knowledge Mining
    Arafat, Sk. Shariful Islam
    Hossain, Md Shakil
    Hasan, Md. Mahmudul
    Imam, S. M. Al-Hossain
    Islam, Md. Mofijul
    Saha, Sanjay
    Shatabda, Swakkhar
    Juthi, Tamanna Islam
    2017 IEEE INTERNATIONAL WIE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (IEEE WIECON-ECE 2017), 2017, : 224 - 227
  • [35] Big Data Analytics and Mining for Crime Data Analysis, Visualization and Prediction
    Feng, Mingchen
    Zheng, Jiangbin
    Han, Yukang
    Ren, Jinchang
    Liu, Qiaoyuan
    ADVANCES IN BRAIN INSPIRED COGNITIVE SYSTEMS, BICS 2018, 2018, 10989 : 605 - 614
  • [36] Data Analytics Enhanced Data Visualization and Interrogation with Parallel Coordinates Plots
    Akbar, Muhammad Sajjad
    Gabrys, Bogdan
    2018 26TH INTERNATIONAL CONFERENCE ON SYSTEMS ENGINEERING (ICSENG 2018), 2018,
  • [37] SMART BUILDINGS: USE CASE FOR MIDDLEWARE FOR DATA VISUALIZATION AND DATA ANALYTICS
    Chitu, Claudia
    Sgarciu, Valentin
    UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE, 2019, 81 (02): : 75 - 84
  • [38] Computational overlay metrology with adaptive data analytics
    Schmitt-Weaver, Emil
    Subramony, Venky
    Ullah, Zakir
    Matsunobu, Masazumi
    Somasundaram, Ravin
    Thomas, Joel
    Zhang, Linmiao
    Thul, Klaus
    Bhattacharyya, Kaustuve
    Goossens, Ronald
    Lambregts, Cees
    Tel, Wim
    de Ruiter, Chris
    METROLOGY, INSPECTION, AND PROCESS CONTROL FOR MICROLITHOGRAPHY XXXI, 2017, 10145
  • [39] ADAPTIVE data analytics - process algorithms for engineers
    Gartner, Laurence R.L.
    Swanepoel, H.F.
    Pretorius, J.H.C.
    International Journal of COMADEM, 2023, 26 (04): : 27 - 32
  • [40] Adaptive visualization of search results: Bringing user models to visual analytics
    Ahn, Jae-Wook
    Brusilovsky, Peter
    INFORMATION VISUALIZATION, 2009, 8 (03) : 167 - 179