Research Article

Modeling Spatial Riding Characteristics of Bike-Sharing Users Using Hotspot Areas-Based Association Rule Mining

Table 8

The statistics of rules from Model 2.

Demand scenariosThe most significant rulesThe most obvious POI combination (frequency is in parentheses)

R1B1- > G2 (56.6667%, 70.8333%); G2- > B1 (56.6667%, 85%)
B1- > D2 (53.3333%, 66.6667%); D2 - > B1 (53.3333%, 84.2105%)
B1 - > H2 (53.3333%, 66.6667%); H2 - > B1 (53.3333%, 84.2105%)
D2 - > G2 (50%, 78.9474%); G2 - > D2 (50%, 75%)
G2 - > H2 (50%, 75%); H2- > G2 (50%, 78.9474%)
B1, G2- > D2 (43.333%, 76.471%); D2, G2 - > B1 (43.333%, 86.667%)
R2B1- > I2 (62.8415%, 85.1852%); I2 - > B1 (62.8415%, 70.5521%)B and G (12)
H2 - > I2 (49.7268%, 91.9192%); I2 - > H2 (49.7268%, 55.8282%)B and D (11)
G2 - > I2 (46.4481%, 90.4255%); I2 - > G2 (46.4481%, 52.1472%)D and G (11)
J3 - > I2 (44.2623%, 98.7805%); D2 - > I2 (43.7158%, 93.0233%)B and H (7)
K3 - > I2 (43.1694%, 100%); C3 - > I2 (42.0765%, 100%)G and K (4)
B1, H2- > I2 (37.1585%,89.4737%); B1, I2- > H2 (37.1585%, 59.130%)H and I (4)
R3D2 - > G2 (46.3588%, 79.0909%); G2 - > D2 (46.3588%, 81.3084%)B and I (3)
B1 - > H2 (45.4707%, 60.0939%); H2 - > B1 (45.4707%, 78.0488%)D and H (2)
B1 - > D2 (44.2274%, 58.4507%); D2 - > B1 (44.2274%, 75.4545%)A and D (2)
B1 - > G2 (43.5169%, 57.5117%); G2 - > B1 (43.5169%, 76.324%)A and G (2)
D2 - > H2 (39.7869%, 67.8788%); H2 - > D2 (39.7869%, 68.2927%)A and B (2)
B1, D2- > G2 (34.991%, 79.117%); B1, G2- > D2 (34.991%, 80.408%)G and H (2)
R4D2- > G2 (62.7045%, 85.1852%); G2- > D2 (62.7045%, 88.5978%)B and K (2)
B1- > D2 (57.7972%, 72.5034%); D2 - > B1 (57.7972%, 78.5185%)G and I (2)
A2- > D2 (55.9433%, 88.601%); D2 - > A2 (55.9433%, 76%)D and I (1)
B1- > G2 (55.5071%, 69.6306%); G2 - > B1 (55.5071%, 78.4284%)C and I (1)
A2- > G2 (55.0709%, 87.2193%); G2 - > A2 (55.0709%, 77.812%)J and I (1)
B1, D2- > G2 (49.5093%, 85.660%); B1, G2- > D2 (49.509%, 89.195%)K and I (1)
R5B1- > G1 (92.5735%, 94.2534%); G1- > B1 (92.5735%, 99.0465%)
B1- > H1 (91.9012%, 93.5689%); H1- > B1 (91.9012%, 99.2905%)
B1- > K1 (91.7605%, 93.4257%); K1 - > B1 (91.7605%, 99.172%)
A1- > B1 (91.3383%, 99.3368%); B1 - > A1 (91.3383%, 92.9959%)
G1- > K1 (90.9475%, 97.3068%); K1- > G1 (90.9475%, 98.2933%)
B1, G1- > K1 (90.338%, 97.5850%); B1, K1- > G1 (90.338%, 98.450%)