Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research

Hot spot analysis and evaluation of influencing factors on regional road crash safety and severity indices: insights from Iran
Int J Inj Contr Saf Promot. 2023 Aug 10:1-14. doi: 10.1080/17457300.2023.2242339. Online ahead of print.ABSTRACTInadequate regional road safety studies have been conducted in developing countries like Iran. Regarding regional road safety indices (RSIs), a significant disparity between Iranian provinces was observed. Thus, it was aimed to evaluate the regional RSIs in Iran and identify their influencing factors and potential hot spots. Data on regional road crashes, fatalities, demographics, transportation, health institutions, economics, education, and fuel consumption rates were collected. The association between the vari...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Morteza Ahmadpur Ilgin Yasar Source Type: research

Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research

Hot spot analysis and evaluation of influencing factors on regional road crash safety and severity indices: insights from Iran
Int J Inj Contr Saf Promot. 2023 Aug 10:1-14. doi: 10.1080/17457300.2023.2242339. Online ahead of print.ABSTRACTInadequate regional road safety studies have been conducted in developing countries like Iran. Regarding regional road safety indices (RSIs), a significant disparity between Iranian provinces was observed. Thus, it was aimed to evaluate the regional RSIs in Iran and identify their influencing factors and potential hot spots. Data on regional road crashes, fatalities, demographics, transportation, health institutions, economics, education, and fuel consumption rates were collected. The association between the vari...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Morteza Ahmadpur Ilgin Yasar Source Type: research

Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research

Hot spot analysis and evaluation of influencing factors on regional road crash safety and severity indices: insights from Iran
Int J Inj Contr Saf Promot. 2023 Aug 10:1-14. doi: 10.1080/17457300.2023.2242339. Online ahead of print.ABSTRACTInadequate regional road safety studies have been conducted in developing countries like Iran. Regarding regional road safety indices (RSIs), a significant disparity between Iranian provinces was observed. Thus, it was aimed to evaluate the regional RSIs in Iran and identify their influencing factors and potential hot spots. Data on regional road crashes, fatalities, demographics, transportation, health institutions, economics, education, and fuel consumption rates were collected. The association between the vari...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Morteza Ahmadpur Ilgin Yasar Source Type: research

Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research

Hot spot analysis and evaluation of influencing factors on regional road crash safety and severity indices: insights from Iran
Int J Inj Contr Saf Promot. 2023 Aug 10:1-14. doi: 10.1080/17457300.2023.2242339. Online ahead of print.ABSTRACTInadequate regional road safety studies have been conducted in developing countries like Iran. Regarding regional road safety indices (RSIs), a significant disparity between Iranian provinces was observed. Thus, it was aimed to evaluate the regional RSIs in Iran and identify their influencing factors and potential hot spots. Data on regional road crashes, fatalities, demographics, transportation, health institutions, economics, education, and fuel consumption rates were collected. The association between the vari...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Morteza Ahmadpur Ilgin Yasar Source Type: research

Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research

Hot spot analysis and evaluation of influencing factors on regional road crash safety and severity indices: insights from Iran
Int J Inj Contr Saf Promot. 2023 Aug 10:1-14. doi: 10.1080/17457300.2023.2242339. Online ahead of print.ABSTRACTInadequate regional road safety studies have been conducted in developing countries like Iran. Regarding regional road safety indices (RSIs), a significant disparity between Iranian provinces was observed. Thus, it was aimed to evaluate the regional RSIs in Iran and identify their influencing factors and potential hot spots. Data on regional road crashes, fatalities, demographics, transportation, health institutions, economics, education, and fuel consumption rates were collected. The association between the vari...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Morteza Ahmadpur Ilgin Yasar Source Type: research

Identification and screening of key traffic violations: based on the perspective of expressing driver's accident risk
Int J Inj Contr Saf Promot. 2023 Aug 10:1-18. doi: 10.1080/17457300.2023.2245804. Online ahead of print.ABSTRACTDrawing on the core idea of Propensity Score Matching, this study proposes a new concept named Historical Traffic Violation Propensity to describe the driver's historical traffic violations, and combines the new concept with an improved mutual information-based feature selection algorithm to construct a method for screening key traffic violations from the perspective of expressing driver's accident risk. The validation analysis based on the real data collected in Shenzhen demonstrated that drivers' state of Histo...
Source: International Journal of Injury Control and Safety Promotion - August 16, 2023 Category: Accident Prevention Authors: Rui Zhang Bin Shuai Wencheng Huang Shihang Zhang Source Type: research