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. Author manuscript; available in PMC: 2021 Mar 1.
Published in final edited form as: IEEE J Biomed Health Inform. 2019 Jun 11;24(3):878–884. doi: 10.1109/JBHI.2019.2922178

Table III.

Importance factor of each feature for classifying various health status

Type Global physical health Global mental health Fatigue Physical Function Anxiety Depression Sleep Disturbance
Step 0.138 (0.010) 0.088 (0.006) 0.111 (0.009) 0.138 (0.007) 0.075 (0.005) 0.080 (0.006) 0.104 (0.005)
Total Distance 0.122 (0.009) 0.081 (0.003) 0.100 (0.009) 0.123 (0.011) 0.079 (0.004) 0.075 (0.004) 0.088 (0.005)
Very Active Distance 0.062 (0.005) 0.066 (0.006) 0.061 (0.004) 0.068 (0.005) 0.065 (0.003) 0.056 (0.002) 0.053 (0.004)
Moderately Active Distance 0.059 (0.007) 0.058 (0.002) 0.052 (0.003) 0.051 (0.003) 0.052 (0.002) 0.054 (0.002) 0.0573 (0.003)
Light Active Distance 0.088 (0.010) 0.071 (0.002) 0.074 (0.001) 0.086 (0.010) 0.070 (0.005) 0.066 (0.003) 0.069 (0.004)
Very Active Minutes 0.054 (0.007) 0.060 (0.006) 0.052 (0.004) 0.060 (0.006) 0.057 (0.004) 0.053 (0.002) 0.055 (0.004)
Fairly Active Minutes 0.055 (0.009) 0.054 (0.002) 0.050 (0.007) 0.050 (0.006) 0.0530 (0.003) 0.051 (0.003) 0.063 (0.004)
Light Active Minutes 0.068 (0.006) 0.072 (0.005) 0.064 (0.003) 0.061 (0.005) 0.066 (0.002) 0.073 (0.002) 0.067 (0.004)
Sedentary Minutes 0.046 (0.003) 0.066 (0.005) 0.055 (0.002) 0.043 (0.001) 0.065 (0.007) 0.072 (0.007) 0.060 (0.005)
Calories 0.059 (0.006) 0.088 (0.008) 0.074 (0.007) 0.053 (0.005) 0.098 (0.007) 0.094 (0.004) 0.082 (0.003)
Floors 0.055 (0.008) 0.049 (0.001) 0.056 (0.010) 0.076 (0.019) 0.048 (0.003) 0.053 (0.003) 0.051 (0.005)
Calories BMR 0.073 (0.004) 0.110 (0.016) 0.105 (0.007) 0.071 (0.009) 0.117 (0.006) 0.128 (0.009) 0.105 (0.012)
Marginal Calories 0.066 (0.004) 0.071 (0.003) 0.060 (0.003) 0.058 (0.005) 0.070 (0.006) 0.069 (0.003) 0.077 (0.006)
Resting Heart Rate 0.058 (0.012) 0.067 (0.008) 0.085 (0.012) 0.063 (0.008) 0.085 (0.003) 0.076 (0.002) 0.069 (0.016)

Value in parentheses is the standard deviation. Bold values are significantly higher (p<0.05) than the average value for a feature (1/14 = 0.0714).