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. Author manuscript; available in PMC: 2016 Jul 1.
Published in final edited form as: IEEE J Biomed Health Inform. 2015 May 19;19(4):1339–1346. doi: 10.1109/JBHI.2015.2432454

Table VIII.

EE prediction model branched by the MLP classifier

Branch EE regression (kcal/min)
Sit EE = 0.22 +6.1·10−3Weight +9.2·10−2 -log(BMI)
+ 32.4· Sensmed(sld) +0.68·Acc3zc +10−3 ·Acc3sld+0.59·Acc1zc
+1.8·10−3 ·Acc1std−9.1 · 10−4 · Acc2std
Stand EE = 2.8+2.6·10−2·Weight – 1.24· log(BMI)
+ 5.2·10−3· Acc1std +14.9· Sensmed(std)+ 8.2·10−4· Sensmed(frg)
+1.84· Acc1zc
Walk/
Jog		 EE = −3.1 + 63·10−2·Weight + 0.08·log(BMI)
+ 43.1· Sensmed(sld)+ 6.64·Acc3zc
Cycle EE = 11.2 + 3.0·10−2·Weight–1.7·log(BMI) −0.06·Age
−5.0·10−4·Sensmed(max)