Peer-to-Peer Networking and Applications, Journal Year: 2024, Volume and Issue: 18(2)
Published: Dec. 28, 2024
Language: Английский
Peer-to-Peer Networking and Applications, Journal Year: 2024, Volume and Issue: 18(2)
Published: Dec. 28, 2024
Language: Английский
Knowledge-Based Systems, Journal Year: 2024, Volume and Issue: 301, P. 112300 - 112300
Published: Aug. 3, 2024
Language: Английский
Citations
7Frontiers in Public Health, Journal Year: 2024, Volume and Issue: 12
Published: Aug. 22, 2024
Introduction Enhancing road safety conditions alleviates socioeconomic hazards from traffic accidents and promotes public health. Monitoring progress recalibrating measures are indispensable in this effort. A systematic scientific decision-making model that can achieve defensible decision outputs with substantial reliability stability is essential, particularly for system analyses. Methods We developed a methodology combining the entropy weight method (EWM), preference ranking organization enrichment evaluation (PROMETHEE), density-based spatial clustering of applications noise (DBSCAN)—referred to as EWM–PROMETHEE II–DBSCAN—to support monitoring, measures, action planning. Notably, we enhanced DBSCAN machine learning algorithm (grid search) determine optimal parameters neighborhood radius minimum number points, significantly impacting quality. Results In real case study assessing Southeast Asia, multi-level comparisons validate robustness proposed model, demonstrating its effectiveness decision-making. The integration tool traditional technique forms robust framework, improving data analysis complex environments. This framework addresses DBSCAN’s limitations nearest neighbor search parameter selection, yielding more reliable outcomes, especially small sample scenarios. empirical results provide detailed insights into performance potential areas improvement within Asia. Conclusion offers governmental officials managers credible monitoring overall conditions. Furthermore, it enables policymakers legislators identify strengths drawbacks formulate policies strategies optimize regional safety.
Language: Английский
Citations
1Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown
Published: May 6, 2024
Language: Английский
Citations
0Peer-to-Peer Networking and Applications, Journal Year: 2024, Volume and Issue: 18(2)
Published: Dec. 28, 2024
Language: Английский
Citations
0