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IEEE/ICACT20260100 Slide.17        [Big Slide]	Oral Presentation
	To briefly summarize the analysis results, Kernel density estimation reveals that signal violation hot spots are highly concentrated in specific areas, whereas centerline violations exhibits a more dispersed pattern throughout Seoul. The LISA analysis illustrates that the fewer cluster are observed in the signal violation map, while both results highlight a significant high-high concentration in Gangnam-gu. Lastly, regression analysis demonstrates that the signal violations lead to a larger number of traffic accidents and casualties compared to centerline violation.

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