Table 15 Goodness-of-fit measures for the five datasets of the KAPLL distribution and other competing LL models.

From: A flexible extension of the log-logistic model with diverse failure rate shapes and applications

Distribution

AIC

CAIC

BIC

HQIC

\(W^{*}\)

\(A^{*}\)

\(-\ell\)

KS

PV

Dataset 1

 KAPLL

167.85890

169.62360

176.30330

170.91210

0.01941

0.15087

78.92943

0.07307

0.98318

 LL

181.41330

181.73760

184.79100

182.63450

0.21418

1.40722

88.70663

0.14369

0.38072

 APLL

209.75120

210.07550

213.12890

210.97240

0.45929

2.73731

102.87560

0.26291

0.00793

 TLL

424.59910

425.26580

429.66580

426.43110

0.29479

1.86508

209.29960

0.71682

0.00000

 APTLL

183.39570

184.06230

188.46230

185.22760

0.21332

1.40194

88.69784

0.14407

0.37745

 KMOLL

174.94480

176.70950

183.38920

177.99800

0.07693

0.57260

82.47240

0.10770

0.74232

 McLL

183.85530

185.62000

192.29970

186.90850

0.19024

1.27427

86.92764

0.12411

0.56878

 AWLL

176.95100

179.49650

187.08430

180.61490

0.07699

0.57304

82.47551

0.10770

0.74231

Dataset 2

 KAPLL

27.68430

28.73693

38.39997

31.89882

0.01775

0.12224

8.84215

0.04469

0.99961

 LL

49.57993

49.77993

53.86619

51.26574

0.49694

2.74897

22.78996

0.15371

0.10187

 APLL

64.63768

64.83768

68.92394

66.32349

0.73896

4.09825

30.31884

0.22029

0.00442

 TLL

495.06690

495.47370

501.49630

497.59560

0.69029

3.77390

244.53350

0.71750

0.00000

 APTLL

51.41486

51.82164

57.84426

53.94358

0.49183

2.71991

22.70743

0.14979

0.11834

 KMOLL

28.08611

29.13874

38.80178

32.30064

0.01807

0.12722

9.04306

0.05363

0.99349

 McLL

43.98007

45.03270

54.69574

48.19459

0.31606

1.72577

16.99003

0.18998

0.02118

 AWLL

42.41368

43.91368

55.27249

47.47111

0.23724

1.30370

15.20684

0.15224

0.10784

Dataset 3

 KAPLL

345.03000

345.56100

358.92560

350.67260

0.04197

0.26565

167.51500

0.04633

0.96039

  LL

360.67000

360.77340

366.22820

362.92700

0.35495

2.23138

178.33500

0.08032

0.42650

 APLL

456.01840

456.12180

461.57660

458.27540

0.96857

5.58224

226.00920

0.23852

0.00000

 TLL

1142.62400

1142.83300

1150.96200

1146.01000

0.55031

3.27610

568.31220

0.71297

0.00000

 APTLL

362.60310

362.81180

370.94050

365.98860

0.35212

2.21646

178.30150

0.07881

0.45075

 KMOLL

345.70010

346.23110

359.59570

351.34270

0.05179

0.31448

167.85010

0.05364

0.88336

 McLL

345.61430

346.14530

359.50990

351.25690

0.05363

0.32622

167.80710

0.05591

0.85091

AWLL

349.04620

349.79620

365.72090

355.81720

0.07612

0.46281

168.52310

0.06662

0.66640

Dataset 4

 KAPLL

1713.42200

1713.62600

1731.94100

1720.83300

0.05771

0.38980

851.71080

0.04204

0.66406

 LL

2150.37200

2150.41200

2157.78000

2153.33700

0.07734

0.56860

1073.18600

0.28760

0.00000

 APLL

2858.35800

2858.39800

2865.76500

2861.32200

0.08269

0.61983

1427.17900

0.44998

0.00000

 TLL

1722.23500

1722.31600

1733.34600

1726.68200

0.15225

1.02731

858.11750

0.05205

0.39073

 APTLL

1722.23500

1722.31600

1733.34600

1726.68200

0.15225

1.02730

858.11750

0.05205

0.39073

 KMOLL

1713.75400

1713.95800

1732.27300

1721.16500

0.05992

0.40195

851.87690

0.04233

0.65566

 McLL

1713.51900

1713.72300

1732.03800

1720.93000

0.05966

0.38997

851.75960

0.04248

0.65101

 AWLL

1742.39500

1742.68200

1764.61800

1751.28900

0.31129

1.88895

865.19770

0.05706

0.28271

Dataset 5

 KAPLL

2350.58500

2350.69000

2372.36500

2359.07900

0.03279

0.35649

1170.29200

0.02575

0.83958

 LL

2366.13600

2366.15700

2374.84800

2369.53400

0.18117

1.20096

1181.06800

0.03638

0.43104

 APLL

2401.04800

2401.06900

2409.76100

2404.44600

0.63964

3.86817

1198.52400

0.06408

0.01764

 TLL

5063.91900

5063.96100

5076.98800

5069.01600

0.10583

0.71790

2528.96000

0.68000

0.00000

 APTLL

2368.13600

2368.17800

2381.20400

2373.23200

0.18117

1.20096

1181.06800

0.03638

0.43104

 KMOLL

2382.33100

2382.43600

2404.11100

2390.82500

0.46581

3.34421

1186.16500

0.05880

0.03725

 McLL

2350.65000

2350.75500

2372.43000

2359.14400

0.03321

0.35872

1170.32500

0.02611

0.82711

 AWLL

2383.62600

2383.77400

2409.76300

2393.81900

0.45517

3.27307

1185.81300

0.05796

0.04171