Table 7 PoV and RMSE for independent variable(s) with LR 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 |
|---|---|---|---|
Linear regression | R | 20.73 | 3.39 |
I | 10.65 | 3.59 | |
T | 4.27 | 3.71 | |
M | 3.16 | 3.74 | |
R + I | 21.10 | 3.38 | |
R + I + T | 23.44 | 3.33 | |
R + T + M | 23.76 | 3.33 | |
R + I + T + M | 24.49 | 3.31 |