.png){kind=icon}
返回
Agent-Based Simulations Using Genetic Algorithm Calibration: A Children's Services Application
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2022.3199770.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
With increased pressures and tightening budgets within English Children's Services in the UK, seeking more effective operational and financial management is becoming a more significant topic of discussion. In other sectors, complex data analysis methods provide the aforementioned management improvements through better understanding of current situations leading to better decision making. Currently, investment remains at a slow pace in English Local Authorities due to budget restrictions. In this paper, a potential opportunity is explored with existing publicly available data related to this area. With the help of industry experts, an Agent-Based Model is created to emulate basic Children's Services operations and optimised to fit existing data using NSGA-III. With relatively close matches being achieved with sample authorities, this approach demonstrates promise in advancing analytics capabilities for Children's Services and practical solutions are discussed. With this presented work, it is shown that further expansion and exploration into real-world applications is warranted.
Keyword:
Data models
Local government
Analytical models
Genetic algorithms
Calibration
Predictive models
Machine learning
Agent-based modeling
Social factors
Data analysis
Agent-based model
calibration
children's services
data analysis
genetic algorithm
social care
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
A modelling tool for policy analysis to support the design of efficient and effective policy responses for complex public health problems.png)
IMPLEMENTATION SCIENCE
OAAI
IMPLEMENTATION SCIENCEIF13.4
OAAI分享收藏A new optical cell for in situ Raman spectroscopy, and its application to study sulfur-bearing fluids at elevated pressures and temperatures一种用于原位拉曼光谱法的新型光学细胞及其在高压力和温度下研究含硫流体中的应用
PREAI
分享收藏Agent Based Modelling and Simulation tools: A review of the state-of-art software基于代理的建模和仿真工具: 最新软件的回顾COMPUTER SCIENCE REVIEW
COMPUTER SCIENCE REVIEWIF12.7
PREAI
分享收藏
查看更多内容