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Table 8 PoV and RMSE for independent variable(s) with RF model

From: Using machine learning to find the hidden relationship between RTT and TCP throughput in WiFi

ML technique

Independent variable(s) used in model fitting and prediction

PoV

RMSE

Random forest

R

34.29

3.08

 

I

32.89

3.10

 

T

87.63

1.33

 

M

18.13

3.44

 

R + I

47.03

2.76

 

R + I + T

76.88

1.81

 

R + T + M

76.84

1.82

 

R + I + T + M

83.45

1.53

  1. Important results are highlighted in bold