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Table 9 Simulation results of GEEB with Model 3, GEE, XGBoost, and SVM concerning the hierarchical structure

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

 

GEEB with Model 3

GEE

SVM

XGBoost

Mean

SD

Mean

SD

Mean

SD

Mean

SD

A1

100.08083977

26.95404996

100.53386987

27.01249069

112.12767754

28.54215119

112.45269936

29.44731637

B1

94.62586832

15.18795180

94.71798990

15.19590222

97.14783528

14.83062427

97.25146238

14.91062380

C1

93.71743381

10.99309471

93.72922513

11.00408210

90.40457748

9.85050686

89.93082567

9.61089664

A2

96.03755343

22.65889734

96.23774067

22.72473623

104.40697571

22.75368670

104.88445968

23.75001617

B2

93.37919664

16.73492992

93.43940338

16.74627032

95.02183905

15.85076210

96.11347731

15.67838128

C2

93.48196280

11.11303043

93.50204072

11.11896335

86.94844371

9.21310427

88.78844514

9.10177358

A3

102.45040297

24.35281831

102.69909140

24.41306419

118.07327362

27.03897431

114.26875449

26.96785652

B3

96.32194755

14.34927426

96.39570954

14.33870888

106.81904823

15.78853772

100.11787803

14.83848559

C3

94.90869049

10.16099839

94.92992517

10.15832247

101.35317458

10.98376852

92.15629237

9.65414782

A4

109.33152319

27.73652633

109.78894802

27.96769900

133.14030348

34.12907936

128.82575872

34.37172626

B4

98.90918803

14.57846063

98.95471693

14.59775801

121.15671344

18.36387217

110.17394078

17.18216334

C4

96.02364853

10.37016019

96.04458325

10.37370905

114.01629456

12.36584604

99.61407890

10.44030172

A5

103.01510905

21.90171557

103.25681055

21.95059436

127.62577943

26.34114910

120.12543242

25.97924278

B5

98.29750455

14.52335686

98.37712698

14.54756006

124.33607693

18.58431286

112.72063341

17.06058754

C5

95.51996369

9.40236520

95.52869609

9.41868433

116.96334753

11.41679679

100.50386001

9.88936982