Table 3.

Average F1 scores across different methods using Non-IID data.

Method	Shuttle	Credit card	Cover
Our method	0.9251	0.8725	0.8351
Fed threshold	0.9033	0.8705	0.8383
Fed mean MSE + StD	0.3841	0.8556	0.7121
Fed filtered threshold	0.4231	0.8460	0.7542
Local iterative	0.9120	0.8712	0.8558
Local inter quantile range	0.4628	0.8416	0.7605
Local percentile	0.4742	0.8419	0.7890
Local Kernel quantile estimator	0.4781	0.8347	0.8027
Local max MSE	0.3546	0.8143	0.7803
Local mean MSE + Std	0.4614	0.8363	0.8088
Local peak over threshold	0.3615	0.7938	0.7822

Significant values are given in bold.