Table 5 Comparison of local drift detectors (averaged across 10 clients and both datasets).

From: FL-MalDrift: a federated learning framework for malware detection under local concept drift

Detector

Detection Acc. (%)

FPR (%)

Delay (Rounds)

CPU Time (ms)

ADWIN

93.2

4.5

1.4

16.8

DDM

89.5

5.2

1.0

9.3

EDDM

91.8

12.4

1.1

18.5

HDDM-W

92.7

6.1

0.9

22.3

  1. Bold values indicate the best performance scores among the compared methods.
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