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Advances, Systems and Applications

Table 5 Subset of the variations of R Squared, MAE and MSE w.r.t training iteration for booking stock data

From: AI-empowered mobile edge computing: inducing balanced federated learning strategy over edge for balanced data and optimized computation cost

Iteration

R^2

Mean Absolute Error

Mean Squared Error

RMSE

1.0

0.904473168894601

94.77189384457652

19308.578000066365

138.9553

2.0

0.9019995395841656

97.3802934537165

19808.565950374246

140.7429

3.0

0.9029192069645476

96.16348872214292

19622.676089455148

140.081

4.0

0.9014572181931952

98.34954858168337

19918.183894960934

141.1318

5.0

0.9015842597151764

97.67447046785648

19892.505338391675

141.0408

6.0

0.9007347762253178

99.4329553872091

20064.209120814925

141.6482

7.0

0.901618210297254

98.07734583190258

19885.642999773245

141.0165

8.0

0.9016148088585128

97.6001349760327

19886.33052331491

141.0189

9.0

0.9019910248685704

97.36040420265304

19810.287006629496

140.749

10.0

0.902988435789992

95.66526895672348

19608.68305566056

140.031

11.0

0.9022947639760628

97.30240910832026

19748.893048713984

140.5308

12.0

0.9013144752573176

98.45982947905988

19947.03613552476

141.234

13.0

0.9008160764114556

99.31400379399425

20047.77613578555

141.5902

14.0

0.902636699789774

96.47800423701274

19679.778494680744

140.2846

15.0

0.8985528847337011

101.95552679528058

20505.22890097575

143.1965

16.0

0.9006766831662754

99.44642896922424

20075.951312498728

141.6896

17.0

0.9012989072959902

98.1266953139028

19950.18284511528

141.2451

18.0

0.8999877352013833

100.34409833497128

20215.20648682171

142.1802

19.0

0.8997077297576517

100.70451820161364

20271.80322397056

142.3791

20.0

0.8984004464235772

102.13938573788955

20536.04084110992

143.304

21.0

0.8988945981042313

101.55793034127475

20436.159308776365

142.9551

22.0

0.9021456574950945

97.47959522766708

19779.03153530225

140.6379

23.0

0.9010257305894952

98.97901937546504

20005.399308219137

141.4404

24.0

0.900897071233089

99.15753338287824

20031.40487325109

141.5323

25.0

0.9020272621411032

97.6432564689966

19802.962465502023

140.723

26.0

0.9015659907857352

98.41606235748912

19896.1979873052

141.0539

27.0

0.8995345638797079

100.78432081034104

20306.804770892373

142.5019

28.0

0.9028911674416386

95.74501616737116

19628.343641795247

140.1012

29.0

0.9015256483401906

98.24474011555496

19904.35229586438

141.0828

30.0

0.8999979936559085

100.35084038261316

20213.13297336933

142.1729

31.0

0.901273223358203

98.5835464063248

19955.37426945516

141.2635

32.0

0.9000788261373317

100.23912633929268

20196.794524219084

142.1154

33.0

0.89983207219135

100.55275579120982

20246.67022675921

142.2908

34.0

0.9022379142755804

97.35443706451568

19760.38392372096

140.5716

35.0

0.8996031447739338

100.71070853854928

20292.94270166897

142.4533

36.0

0.9016747581567552

98.29814363109834

19874.21313506108

140.9759

37.0

0.9003021671149882

99.9603050477386

20151.65122115134

141.9565

38.0

0.9001606181699455

99.97340347593776

20180.26212360208

142.0572

39.0

0.8998923681194483

100.46555602754654

20234.48277515737

142.248

40.0

0.9002507113070524

100.00501285538134

20162.051843359688

141.9931

41.0

0.8989205993990345

101.63780270204818

20430.90373792785

142.9367

42.0

0.9013254300785022

98.4171325766454

19944.82186737755

141.2261

43.0

0.9002471043503395

99.99395330516124

20162.780907688808

141.9957

44.0

0.9004829030574113

99.67581413424718

20115.11955772957

141.8278

45.0

0.8999160749822327

100.41510143321376

20229.69097159901

142.2311

46.0

0.9001971307844601

100.05726188484776

20172.881928350307

142.0313

47.0

0.9001514966715207

99.92675164744068

20182.105827216823

142.0637

48.0

0.8995207604744246

100.91174068193808

20309.594815579225

142.5117

49.0

0.9008618212924452

99.11743195603572

20038.529847674978

141.5575

50.0

0.8974774234842602

103.15758943619034

20722.6089520105

143.9535

51.0

0.8991755125595203

101.33691486971712

20379.378835599065

142.7564

52.0

0.9001311157567137

100.1479071852964

20186.22536597584

142.0782

53.0

0.9004783215169627

99.6605779333571

20116.045612012826

141.831

54.0

0.90060461454844

99.51682775793176

20090.51834578904

141.741

55.0

0.9001520535790688

100.12600318536172

20181.99326101204

142.0633

56.0

0.8983828737096295

102.04653762129468

20539.59276588335

143.3164

57.0

0.8993487416184864

101.0124108429663

20344.364518069426

142.6337

58.0

0.900892029187926

99.07287497840214

20032.42400809713

141.5359

59.0

0.9005784575176187

99.52511952901628

20095.80539513444

141.7597

60.0

0.8992957684408985

101.0461921723004

20355.071842069723

142.6712

61.0

0.899029028977298

101.4027732673114

20408.987162812893

142.86

62.0

0.8971896790958473

103.47364729257694

20780.76994095422

144.1554

63.0

0.9001114594894006

100.17577764264075

20190.19843371201

142.0922

64.0

0.9005557834750162

99.58697308888854

20100.388437564503

141.7758

65.0

0.8992595435259189

101.2387063721842

20362.39388539866

142.6969

66.0

0.9000347529927889

100.27164298957032

20205.70290879822

142.1468

67.0

0.9004786988693877

99.67558585727772

20115.969338795705

141.8308

68.0

0.8981464699506715

102.42243563162364

20587.376413331207

143.483

69.0

0.8958333918804757

104.86433257814647

21054.912579053474

145.1031

70.0

0.8980664832374817

102.58180187254662

20603.54390965367

143.5393

71.0

0.899503933257743

100.80954220707812

20312.99605502225

142.5237

72.0

0.8997581529142341

100.47548996882408

20261.61132876568

142.3433

73.0

0.9004656054627979

99.67533450044894

20118.615873381863

141.8401

74.0

0.9002234226116497

100.02007908271472

20167.567632982405

142.0126

75.0

0.8998714754039858

100.32852319011526

20238.705762787897

142.2628

76.0

0.897298037120283

103.35709967627722

20758.867828819468

144.0794

77.0

0.8986946855622702

101.81152328808572

20476.567085994386

143.0964

78.0

0.8988227453383181

101.65661204053347

20450.68271250601

143.0059

79.0

0.8978172403536032

102.78495356189852

20653.92269442692

143.7147

80.0

0.898496710975923

102.11217521548537

20516.58314952629

143.2361

81.0

0.9006960225516197

99.37682595000273

20072.042295251154

141.6758