Research Article

Short-Term Passenger Flow Forecast of Rail Transit Station Based on MIC Feature Selection and ST-LightGBM considering Transfer Passenger Flow

Table 3

MIC value of the candidate features.

Candidate spatial-temporal featureMIC value

Inbound passenger flow of BRT Huoche station at time period 0.880
Inbound passenger flow of Lianban metro station at time period 0.849
Inbound passenger flow of Lianbanguomao station at time period 0.833
Inbound passenger flow of Hubin East Road metro station at time period 0.803
Inbound passenger flow of Siming Court station at time period 0.771
Inbound passenger flow of Lvjiayuanxiaoqu station at time period 0.738
Inbound passenger flow of Lianbanbei station at time period 0.691
Inbound passenger flow of Fengyulu station at time period 0.613
Inbound passenger flow of Lianban Book City station at time period 0.454
Inbound passenger flow of Huminglijing station at time period 0.337
0.879
Inbound passenger flow of Lianhualukou metro station at time period 0.840
Inbound passenger flow of BRT Lianban station at time period 0.826
Inbound passenger flow of Lianbanguomao station at time period 0.803
Inbound passenger flow of Lianbanguomao station at time period 0.771
Inbound passenger flow of Siming Court station at time period 0.723
Inbound passenger flow of Fengyulu station at time period 0.658
Inbound passenger flow of Huming station at time period 0.522
Inbound passenger flow of Lianban Book City station at time period 0.448
Inbound passenger flow of Huminglijing station at time period 0.323
Inbound passenger flow of BRT Lianban station at time period 0.861
Inbound passenger flow of Hubin East Road metro station at time period 0.838
Inbound passenger flow of BRT Huoche station at time period 0.821
Inbound passenger flow of Huoche station at time period 0.783
Inbound passenger flow of Lianhualukou metro station at time period 0.770
Inbound passenger flow of Huoche station at time period 0.706
Inbound passenger flow of Lvjiayuanxiaoqu station at time period 0.648
Inbound passenger flow of Huming station at time period 0.499
Inbound passenger flow of Lianjingerli station at time period 0.430
Inbound passenger flow of Huminglijing station at time period 0.313
Inbound passenger flow of BRT Lianban station at time period 0.858
0.836
Inbound passenger flow of Lianban metro station at time period 0.810
Inbound passenger flow of Lianban metro station at time period 0.781
Inbound passenger flow of Huoche station at time period 0.750
Inbound passenger flow of Lvjiayuanxiaoqu station at time period 0.696
Inbound passenger flow of Fengyulu station at time period 0.640
Inbound passenger flow of Huming station at time period 0.487
Inbound passenger flow of Lianjingerli station at time period 0.417
Inbound passenger flow of BRT Huoche station at time period 0.857
0.835
Inbound passenger flow of Lianhualukou metro station at time period 0.807
Inbound passenger flow of Hubin East Road metro station at time period 0.773
Inbound passenger flow of Lianbanbei station at time period 0.744
Inbound passenger flow of Siming Court station at time period 0.695
Inbound passenger flow of Lianbanbei station at time period 0.631
Inbound passenger flow of Lianban Book City station at time period 0.455
Inbound passenger flow of Lianjingerli station at time period 0.395