Research Article

Crash Frequency Minimization with Severity Mitigation in Road Geometric Design Using Chance Constraint Programming Optimization

Table 5

35NCBD model estimation results.

Significant variableCoefficient estimatet-statisticVariable notation

Constant−1.25−15.35
Indicator of 9 ft lane width for each direction−0.36−4.05
Indicator of 10 ft lane width for each direction−0.28 (0.52)−4.17 (14.26)
Indicator of 11 ft lane width for each direction−0.30−4.18
Indicator of 1 lane for each direction−0.62−11.94
Indicator of one way road0.393.37
Indicator of each direction on 27th st between Nebraska highway and Cornhusker highway0.9315.26
Indicator of each direction on 40th st between Van Dorn st and Pioneers Blvd1.610.61
Directional average daily traffic per lane0.0003 (0.89D-04)23.635 (26.518)
Dispersion parameter7.146.70
Number of observations2290
Log-likelihood with constant only−5544.58
Log-likelihood at convergence−3001.87
McFadden pseudo R-squared0.46
Chi squared5085.41
Info. criterion: AIC2.63
Finite sample: AIC2.63
Info. criterion: BIC2.66

Random parameter, the standard deviation of parameter distribution is shown in parentheses.