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Table 10 Simulation results of GEEB with Model 3, GEE, SVM, and XGBoost with a small sample size

From: Generalized Estimating Equations Boosting (GEEB) machine for correlated data

 

N of clusters

GEEB with Model 3

GEE

SVM

XGBoost

Mean

SD

Mean

SD

Mean

SD

Mean

SD

A1

[12, 16]

100.08083977

26.95404996

100.53386987

27.01249069

112.12767754

28.54215119

112.45269936

29.44731637

A2

[14, 18]

96.03755343

22.65889734

96.23774067

22.72473623

104.40697571

22.75368670

104.88445968

23.75001617

A3

[30, 42]

102.45040297

24.35281831

102.69909140

24.41306419

118.07327362

27.03897431

114.26875449

26.96785652

A4

[72, 96]

109.33152319

27.73652633

109.78894802

27.96769900

133.14030348

34.12907936

128.82575872

34.37172626

A5

[105, 135]

103.01510905

21.90171557

103.25681055

21.95059436

127.62577943

26.34114910

120.12543242

25.97924278