Research Article

Effects of Vehicle Restriction Policies on Urban Travel Demand Change from a Built Environment Perspective

Table 3

Regression results of LASSO and Elastic Net models.

DimensionsVariablesLASSOElastic Net

LocationRMSE0.2402480.239898
Constant term0.2417690.259710
Number of nonzero parameters68
Distance to the city center00
Distance to the nearest local center−0.016721−0.043576

Land mixRichness−0.091567−0.081240
Shannon entropy00
Simpson index00

Public transportationBus accessibility00
Transit accessibility00
Coverage rate of bus stop within a radius of 300 m−0.035096−0.034070
Coverage rate of bus stop within a radius of 500 m0−0.013624
Coverage rate of metro station within a radius of 800 m−0.030505−0.031962
Number of bus routes0−0.000423

Road designDistance to the nearest minor road00
Distance to the nearest main road0.0223410.047424
Distance to the nearest expressway0.1381790.121271