Table 5 AP comparison of all models on journal entry data under the i.i.d. setting. The presentation style is consistent with that of Table 3.

AP

AP_all ↑

AP_global ↑

AP_local ↑

AP_all ↑

AP_global ↑

AP_local ↑

IA

0.496

(0.064)

0.913

(0.097)

0.196

(0.070)

0.496

(0.064)

0.913

(0.097)

0.196

(0.070)

FedAvg

0.585​

(0.087)​

0.857​

(0.138)​

0.326​

(0.083)​

0.614​

(0.035)​

0.813

(0.164)​

0.375​

(0.074)​

FedProx

0.471

(0.056)

0.990

(0.029)

0.149

(0.065)

0.491

(0.107)

0.985

(0.046)

0.191

(0.152)

DC (PCA)

0.513

(0.077)

0.990

(0.021)

0.198

(0.109)

0.512

(0.037)

1.000

(0.000)

0.206

(0.063)

DC (RP)

0.458 (0.050)

1.000 (0.000)

0.150 (0.070)

0.467 (0.030)

1.000 (0.000)

0.141 (0.049)

CA

0.686​

(0.060)​

0.958​

(0.075)​

0.440​

(0.099)​

0.686​

(0.060)​

0.958​

(0.075)​

0.440​

(0.099)​