Table 4 Prediction output (training: testing: validation).

From: Actual usage assessment among cloud storage consumers in the Philippines using a machine learning ensemble approach

70:15:15

Error

80:10:10

Error

90:5:5

Error

3.0004

0.01

3.0001

0.00333

3.0004

0.01

2.0002

0.05996

2.0014

0.07

1.9919

0.47467

3.9997

0.0025

3.9998

0.005

4.0068

0.17501

4.9939

31.294

3.8036

23.928

5.1438

35.235

6.9906

2.78178

6.8014

2.021

6.8567

0.81307

5.9918

4.88744

5.7126

4.79

6.0587

6.05854

4.9935

95.4327

2.5551

48.898

5.1038

99.7495

5.4979

9.9668

4.9996

0.008

4.729

5.41243

4.3326

59.4979

2.7164

37.3138

4.3575

60.4145

5.9906

0.05506

5.9939

0.10167

6.6597

11.108

1.9981

0.13495

2.0008

0.04

2.0349

1.70432

7.0002

0.14592

6.99

0.14286

7.0871

1.38913

4.9902

0.15007

4.9977

0.046

5.134

2.72725

5.6689

0.07061

5.6649

0.03118

5.5978

1.18449

4.6669

0.02356

4.668

0.02857

4.6485

0.41774

6.995

0.06151

6.9907

0.13286

7.0474

0.81108

0.9988

0.86352

1.0075

0.75

0.9886

1.87593

7.0724

24.7953

5.6672

0.00941

5.7851

2.08039

7.2147

66.6559

4.3291

0.09769

4.5375

4.81393

6.1193

3.32554

6.3298

0.05579

6.373

0.68249

4.7977

19.993

5.9966

0.05667

6.1766

3.0017

10.2997

81.7936

5.6656

0.01882

5.674

0.14826

5.9935

0.0434

5.9909

0.15167

5.881

1.83445

6.6692

0.22843

6.654

0.19

6.7812

1.91163

4.9958

0.078

4.9997

0.006

5.0857

1.7201

1.3342

0.03749

1.3337

0.0275

1.3483

1.0947

5.0458

25.8964

4.0079

0.1975

4.124

2.89678

6.0004

99.9067

3.0016

0.05333

3.1271

4.1811

5.9946

3.2537

5.8057

3.23833

6.226

7.23944

5.9995

0.16474

6.0094

0.15667

6.1694

2.6625

6.7677

103.015

3.3336

0.008

3.3527

0.57295

5.4929

51.3529

3.6292

34.0145

5.6766

56.4146

5.5692

20.4002

6.9965

0.05

6.9329

0.90903

5.9985

0.10681

5.9921

0.13167

6.2189

3.78498

5.0997

27.0951

6.995

0.07143

7.1779

2.61472

5.0212

16.2547

5.9958

0.07

6.041

0.75386

6.9885

0.06013

6.9843

0.22429

7.0511

0.95643

6.3261

0.00474

6.3258

0.11895

6.5187

3.04942

6.9871

0.29112

7.0075

0.10714

7.0794

1.02604

5.0002

0.1001

4.9952

0.096

5.0876

1.84978

5.3297

10.4117

5.9491

11.5456

5.4163

8.95598

5.9484

48.6914

4.0005

0.0125

4.1933

4.8194

4.9976

31.1018

3.812

23.76

5.0858

33.4155

2.3314

52.9628

4.9565

112.421

2.391

51.7603

3.9959

0.12248

4.0008

0.02

4.1479

3.67676

3.9965

0.18981

4.0041

0.1025

4.1338

3.23918

2

0.04998

2.001

0.05

2.0043

0.16492

5.6626

0.03178

5.6644

0.04

5.811

2.58809

1.998

0.2795

2.0036

0.18

2.1534

7.47654

3.3323

25.6498

4.4819

34.457

3.3429

25.4133

6.6695

0.16219

6.6587

0.1195

6.6624

0.05557

3.6626

0.16899

3.6688

0.05818

3.7458

2.09878

5.3262

6.53465

4.9995

0.01

5.1185

2.38024

5.6634

4.97173

5.9597

5.17118

5.786

2.91458

2.0004

0.005

2.0003

0.015

2.0184

0.90486

5.9873

0.29143

6.0048

0.08

5.6468

5.9619

5.9956

0.09165

6.0011

0.01833

6.2128

3.52769

2.6627

376.1

0.39644

136.165

2.7219

382.24

8.6151

30.514

6.6009

0.9865

6.7734

2.61328

5.9955

0.00834

5.996

0.06667

6.1901

3.23716

3.6674

0.17208

3.6611

0.15182

3.8118

4.11625

4.3275

0.15689

4.3343

0.02231

4.4713

3.16083

6.9982

0.01572

6.9971

0.04143

7.1148

1.68213

3.6703

26.6131

5.0013

0.026

5.0784

1.5416

4.9913

0.02203

4.9924

0.152

5.0686

1.52632

6.9927

0.0386

6.9954

0.06571

10.5844

51.3051

1.132

15.4024

1.3381

0.3575

1.3184

1.47224

7.1134

1.64759

6.9981

0.02714

7.1607

2.32349

3.9982

0.045

4

0

4.0227

0.5675

2.3694

135.34

1.0068

0.68

1.0143

0.74493

5.66

0.01943

5.6611

0.09824

5.7015

0.71364

4.9921

0.0822

4.988

0.24

5.1098

2.44186

5.0037

0.21631

4.9929

0.142

3.0254

39.406

3.6661

23.5251

2.9679

19.0573

3.6893

24.3067

5.3354

0.0375

5.3334

0.00125

5.1975

2.54809

2.3289

0.29967

2.3359

0.11

2.4383

4.38375

4.3259

0.21452

4.3352

0.04308

4.2599

1.73694

6.9966

0.15317

6.9859

0.20143

6.9274

0.8374

5.3067

32.6476

4.0006

0.015

4.0192

0.46493

5.9911

0.02336

5.9925

0.125

6.1819

3.16062

4.9941

0.18587

5.0034

0.068

4.1382

17.2922

4.989

0.09812

4.9939

0.122

5.0599

1.32161

7.7848

14.3932

6.8053

70.1325

4.1779

38.6081

6.661

4.689

6.9887

0.16143

7.0891

1.4366

0.1218

93.9127

2.0009

0.045

1.9982

0.13494

0.9985

0.78498

1.0064

0.64

1.0099

0.34777

5.095

6.87771

5.4713

173.565

5.4029

1.25016

5.9923

0.04004

5.9947

0.08833

6.1656

2.85085

4.6633

11.0944

4.1976

10.0514

4.78

13.8746

2.3337

0

2.3337

0.01571

2.3436

0.42422

4.5443

1.4914

4.6131

7.738

5.0943

10.4312

1.0001

19.0596

1.2356

23.56

1.4754

19.4076

3.9998

0

3.9998

0.005

4.0084

0.21501

5.3355

0.08801

5.3402

0.12875

5.5274

3.50549

3.9997

0.0025

3.9998

0.005

4.0068

0.17501

4.9971

0.06599

5.0004

0.008

5.1422

2.83577

3.9997

0.005

3.9995

0.0125

4.0038

0.10751

6.658

0.06604

6.6624

0.064

6.8334

2.56664

2.0004

0.03498

2.0011

0.055

1.9964

0.23487

2.0004

0.03498

2.0011

0.055

1.9964

0.23487

5.9889

0.09342

5.9945

0.09167

6.0777

1.38794

4.9963

0.02801

4.9977

0.046

5.1634

3.31553

2.8194

40.8784

2.0013

0.065

2.007

0.28481

3.328

27.671

4.6012

38.036

3.4625

24.7479

2.9907

0.26678

2.9987

0.04333

3.0731

2.48108

5.1544

6.47607

4.8409

3.182

5.0343

3.99512

4.1999

10.0105

4.6671

0.00929

4.7421

1.60699

5.9969

0.02501

5.9984

0.02667

5.9558

0.71019

4.5547

8.79473

4.9939

0.122

5.1845

3.81666

4.9926

0.14001

4.9996

0.008

5.1457

2.92223

4.306

13.8507

4.9983

0.034

5.1248

2.53086

5.523

7.94847

5.9999

0.00167

6.0643

1.07335

2.0008

0.04

2

0

1.9941

0.295

5.9856

0.18843

5.9969

0.05167

6.0698

1.21563

5.3476

6.94772

5.0002

0.004

5.0856

1.70793

Average

9.55988

Average

7.23948

Average

3.79577

RMSE

0.9121

RMSE

0.5165

RMSE

0.2714

Back to article page