2026-10-11T13:29:12Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34034787 2026-09-30T17:27:53Z category_734 category_931 category_811 category_106 category_133 portal_5 item_type_1 month_year_09_2026

<p>Global partial dependence plots for (a) Response Time, (b) Hard Shoulder Blocked, (c) Number of Vehicles, and (d) Weather.</p> Yanni Ju (22170954) Jingqi Liu (5145359) Mostafa K. Ardakani (24611489) Wanqiu Li (2898716) Gen Li (743590) Biological Sciences not elsewhere classified Information Systems not elsewhere classified Mathematical Sciences not elsewhere classified Science Policy Plant Biology mean absolute error main findings apply little additional benefit freeway incident duration emergency resource allocation classical linear regression 2 %&# 8211 four feature settings balanced overall performance 7 %&# 8211 routine freeway incidents routine incidents feature setting complex incidents tuning procedure tuned within training subset traffic management test set support decisions sevenfold cross representative example related variables learning models intended primarily evaluated using concise description assessed using arrival updating 60 minutes 32 machine <p>Global partial dependence plots for (a) Response Time, (b) Hard Shoulder Blocked, (c) Number of Vehicles, and (d) Weather.</p> 2026-09-30T17:27:20Z Image Figure 10.1371/journal.pone.0359353.g006 https://figshare.com/articles/figure/_p_Global_partial_dependence_plots_for_a_Response_Time_b_Hard_Shoulder_Blocked_c_Number_of_Vehicles_and_d_Weather_p_/34034787 CC BY 4.0