Table 2. Variable importance generated from RF variable importance method.
Percentage increase of MSE (%) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Variables | k = 1 | k = 2 | k = 3 | k = 4 | k = 5 | k = 6 | k = 7 | k = 8 | k = 9 | k = 10 | Average |
Specific concern | 14.46 | 10.30 | 10.75 | 12.49 | 15.39 | 14.88 | 4.41 | 11.48 | 14.00 | 18.00 | 12.67 |
Monthly income | 9.81 | 6.56 | 9.77 | 6.41 | 14.03 | 6.59 | 6.11 | 9.39 | 7.21 | 6.39 | 8.23 |
General overuse | 7.03 | 12.40 | 8.39 | 8.50 | 5.33 | 8.79 | 2.32 | 10.13 | 0.09 | 9.18 | 7.22 |
Marital status | 7.71 | 6.95 | 4.22 | 15.20 | 2.94 | 11.50 | 9.17 | 6.70 | −0.85 | 4.10 | 6.76 |
Educational level | 1.94 | 3.64 | 3.71 | 2.67 | 4.79 | −2.56 | 4.76 | 4.67 | 6.82 | 11.03 | 4.15 |
General harm | 1.38 | −0.46 | 7.48 | 2.04 | 0.04 | 8.66 | 9.67 | 5.50 | −0.16 | 0.60 | 3.48 |
Occupational field | 4.21 | 3.54 | 4.89 | 2.23 | 2.81 | 1.31 | 3.09 | 4.70 | −2.39 | 7.20 | 3.15 |
Ethnicity | 3.54 | 4.28 | 2.89 | 1.14 | 6.43 | 3.85 | 1.19 | 2.39 | 3.64 | 0.56 | 2.99 |
Specific necessity | −1.56 | 5.91 | 0.92 | −3.04 | 2.24 | −3.71 | 6.00 | 0.19 | −0.48 | 1.20 | 0.77 |
Religion | 0.79 | −0.28 | −1.20 | −0.01 | 2.41 | −1.97 | −0.37 | 2.03 | 0.91 | 0.39 | 0.27 |
Aids in antihypertensive medications intake | −1.13 | −4.02 | 1.08 | −2.49 | −3.42 | 5.21 | 0.47 | 2.21 | −3.34 | −1.37 | −0.68 |
Total number of antihypertensive medications taken per day | −4.91 | −3.38 | −1.27 | −0.05 | −1.55 | −6.42 | −2.54 | −0.36 | −3.17 | −3.56 | −2.72 |
Presence of other concomitant diseases | −3.51 | −3.09 | −3.78 | −2.46 | −0.06 | −5.68 | −5.15 | −3.58 | −1.43 | 1.08 | −2.77 |
Gender | −3.99 | −4.02 | −1.93 | −3.10 | −2.63 | −5.12 | −4.13 | −2.35 | −1.81 | −3.70 | −3.28 |
Age | −4.36 | −4.24 | −3.70 | −3.78 | −1.12 | −2.88 | −4.03 | −6.18 | −5.81 | −4.23 | −3.93 |
Duration of antihypertensive medications intake | −6.05 | −4.20 | −5.89 | −5.40 | −2.18 | −2.72 | −3.37 | −6.43 | −2.74 | −1.98 | −4.09 |
Counseling for antihypertensive medications | −5.61 | −8.42 | −5.70 | −4.19 | −7.62 | −6.35 | −8.02 | −6.34 | −6.20 | −0.81 | −5.93 |