Learn-ing-Based On-AP TCP Performance Enhancement

Table 6

The regression algorithms and their performance when using UNA only and using our metrics.

Algorithms	Only UNA	Our metrics
GradientBoostingRegressor	0.2911	0.5362
RandomForestRegressor	0.2902	0.5135
LinearRegression	0.2713	0.4354
VotingRegressor	0.2892	0.5246
AdaBoostRegressor	0.2715	0.3900
BaggingRegressor	0.2902	0.4685
ExtraTreesRegressor	0.2902	0.5045
XGBRegressor	0.2911	0.5374