Table 2 Bias, MSE and MRE under different estimation methods, when \(\tau = 0.5\)

From: Development of a novel extension of Rayleigh distribution with application to COVID-19 data

Sample size

Value

\(\Delta_{1}\)

\(\Delta_{2}\)

\(\Delta_{3}\)

\(\Delta_{4}\)

\(\Delta_{5}\)

\(\Delta_{6}\)

\(\Delta_{7}\)

\(\Delta_{8}\)

\(\Delta_{9}\)

\(\Delta_{10}\)

25

Bias

[ranks]

0.03416

[1]

0.03691

[4]

0.03867

[6]

0.03688

[3]

0.04097

[7]

0.03818

[5]

0.03457

[2]

0.04459

[10]

0.04405

[9]

0.04363

[8]

MSE

[ranks]

0.00180

[1]

0.00224

[4]

0.00232

[6]

0.00222

[3]

0.00256

[7]

0.00229

[5]

0.00191

[2]

0.00324

[10]

0.00321

[9]

0.00296

[8]

MRE

[ranks]

0.06831

[1]

0.07382

[4]

0.07734

[6]

0.07377

[3]

0.08194

[7]

0.07635

[5]

0.06914

[2]

0.08918

[10]

0.08810

[9]

0.08726

[8]

 

Sum ranks

[ranks]

3

[1]

12

[4]

18

[6]

9

[3]

21

[7]

15

[5]

6

[2]

30

[10]

27

[9]

24

[8]

50

Bias

[ranks]

0.02475

[1]

0.02696

[2]

0.02816

[5]

0.02817

[6]

0.02812

[4]

0.02825

[7]

0.02764

[3]

0.03536

[10]

0.03412

[9]

0.03208

[8]

MSE

[ranks]

0.00098

[1]

0.00116

[2]

0.00128

[6]

0.00126

[4.5]

0.00126

[4.5]

0.00129

[7]

0.00118

[3]

0.00185

[9]

0.00195

[10]

0.00165

[8]

MRE

[ranks]

0.04950

[1]

0.05392

[2]

0.05633

[5]

0.05634

[6]

0.05624

[4]

0.05650

[7]

0.05528

[3]

0.07071

[10]

0.06824

[9]

0.06416

[8]

 

Sum ranks

[ranks]

3

[1]

6

[2]

16

[5]

16.5

[6]

13.5

[4]

21

[7]

9

[3]

29

[10]

28

[9]

24

[8]

75

Bias

[ranks]

0.02242

[3]

0.02231

[2]

0.02499

[8]

0.02284

[4]

0.02473

[7]

0.02375

[5]

0.02128

[1]

0.02815

[10]

0.02783

[9]

0.02368

[6]

MSE

[ranks]

0.00078

[2]

0.00081

[4]

0.00099

[8]

0.00080

[3]

0.00098

[7]

0.00089

[5]

0.00072

[1]

0.00123

[9]

0.00125

[10]

0.00090

[6]

MRE

[ranks]

0.04484

[3]

0.04462

[2]

0.04998

[8]

0.04568

[4]

0.04946

[7]

0.04751

[6]

0.04256

[1]

0.05631

[10]

0.05566

[9]

0.04736

[5]

 

Sum ranks

[ranks]

8

[2.5]

8

[2.5]

24

[8]

11

[4]

21

[7]

16

[5]

3

[1]

29

[10]

28

[9]

17

[6]

150

Bias

[ranks]

0.01492

[1]

0.01928

[8]

0.01748

[4]

0.01613

[3]

0.01923

[7]

0.01873

[6]

0.01545

[2]

0.02344

[10]

0.01986

[9]

0.01777

[5]

MSE

[ranks]

0.00035

[1]

0.00056

[7.5]

0.00051

[4.5]

0.00041

[3]

0.00056

[7.5]

0.00054

[6]

0.00036

[2]

0.00083

[10]

0.00063

[9]

0.00051

[4.5]

MRE

[ranks]

0.02984

[1]

0.03857

[8]

0.03497

[4]

0.03228

[3]

0.03846

[7]

0.03746

[6]

0.03090

[2]

0.04689

[10]

0.03973

[9]

0.03554

[5]

 

Sum ranks

[ranks]

3

[1]

23.5

[8]

13.5

[4]

9

[3]

21.5

[7]

18

[6]

6

[2]

30

[10]

27

[9]

14.5

[5]

250

Bias

[ranks]

0.01219

[1]

0.01519

[6]

0.01458

[5]

0.01296

[3]

0.01524

[7]

0.01643

[9]

0.01275

[2]

0.02093

[10]

0.01554

[8]

0.01351

[4]

MSE

[ranks]

0.00023

[1]

0.00035

[6.5]

0.00032

[5]

0.00026

[3]

0.00035

[6.5]

0.00040

[9]

0.00025

[2]

0.00062

[10]

0.00038

[8]

0.00028

[4]

MRE

[ranks]

0.02437

[1]

0.03038

[6]

0.02916

[5]

0.02591

[3]

0.03047

[7]

0.03285

[9]

0.02549

[2]

0.04186

[10]

0.03109

[8]

0.02703

[4]

 

Sum ranks

[ranks]

3

[1]

18.5

[6]

15

[5]

9

[3]

20.5

[7]

27

[9]

6

[2]

30

[10]

24

[8]

12

[4]

400

Bias

[ranks]

0.01019

[1]

0.01324

[6]

0.01339

[7]

0.01114

[3.5]

0.01356

[8]

0.01472

[9]

0.01114

[3.5]

0.01931

[10]

0.01188

[5]

0.01021

[2]

MSE

[ranks]

0.00016

[1]

0.00025

[6]

0.00026

[7]

0.00019

[3.5]

0.00028

[8]

0.00031

[9]

0.00019

[3.5]

0.00050

[10]

0.00022

[5]

0.00017

[2]

MRE

[ranks]

0.02037

[1]

0.02648

[6]

0.02679

[7]

0.02229

[4]

0.02711

[8]

0.02944

[9]

0.02228

[3]

0.03862

[10]

0.02375

[5]

0.02042

[2]

 

Sum ranks

[ranks]

3

[1]

18

[6]

21

[7]

11

[4]

24

[8]

27

[9]

10

[3]

30

[10]

15

[5]

6

[2]

600

Bias

[ranks]

0.00877

[1]

0.01238

[6]

0.01250

[7]

0.00993

[3]

0.01276

[8]

0.01439

[9]

0.00995

[4]

0.01958

[10]

0.01018

[5]

0.00893

[2]

MSE

[ranks]

0.00011

[1]

0.00021

[6]

0.00023

[7.5]

0.00014

[3]

0.00023

[7.5]

0.00027

[9]

0.00015

[4]

0.00048

[10]

0.00016

[5]

0.00012

[2]

MRE

[ranks]

0.01754

[1]

0.02476

[6]

0.02500

[7]

0.01986

[3]

0.02551

[8]

0.02877

[9]

0.01989

[4]

0.03917

[10]

0.02035

[5]

0.01785

[2]

 

Sum ranks

[ranks]

3

[1]

18

[6]

21.5

[7]

9

[3]

23.5

[8]

27

[9]

12

[4]

30

[10]

15

[5]

6

[2]