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Table 4 Values of the absolute difference between the estimated and the known number of clusters across the correlation matrices for 96 variables and 24 objects

From: Thresher: determining the number of clusters while removing outliers

Methods

NbClust Top 10 Best Indices

 

Thresher

 
 

trcovw

tracew

ratkowsky

mcclain

ptbiserial

tau

sdindex

kl

ccc

hartigan

CPT

TwiceMean

SCOD

1

1.008

1.037

1.088

1.123

1.920

2.020

2.255

2.087

2.022

2.905

0.477

0.727

0.150

2

1.004

1.032

1.073

1.179

1.959

2.081

2.287

2.258

2.363

3.048

0.114

0.119

0.153

3

1.008

1.031

1.065

1.135

1.858

2.041

2.193

2.099

2.763

2.902

0.135

0.130

0.165

4

0.811

0.968

0.921

0.904

0.635

0.559

0.551

1.023

1.263

0.941

0.438

0.408

1.887

5

0.965

0.978

0.918

0.888

0.598

0.524

0.516

1.058

1.940

0.846

0.192

0.150

1.882

6

0.822

0.960

0.917

0.897

0.613

0.522

0.516

1.082

1.558

1.016

0.423

0.438

1.897

7

0.064

0.034

0.082

0.112

0.906

1.068

1.239

1.163

1.307

1.954

0.618

0.776

0.890

8

0.068

0.021

0.075

0.108

0.946

1.078

1.255

1.199

1.177

1.857

0.760

0.802

0.914

9

1.05

1.029

1.082

1.126

1.882

2.045

2.215

2.153

1.975

2.933

0.422

0.401

0.163

10

1.011

1.025

1.072

1.130

1.981

2.080

2.262

2.129

2.011

2.932

0.502

0.611

0.179

11

0.571

0.024

0.069

0.123

0.900

1.084

1.239

1.114

0.021

1.906

0.109

0.104

0.918

12

0.104

0.038

0.081

0.101

0.919

1.088

1.225

1.148

0.450

1.901

0.115

0.120

0.913

13

1.664

1.956

1.902

1.897

1.147

0.983

0.852

1.392

1.971

0.767

0.582

0.576

2.930

14

1.938

1.969

1.925

1.893

1.184

0.997

0.857

1.463

2.201

0.793

0.105

0.092

2.884

15

0.810

0.960

0.902

0.892

0.614

0.531

0.512

1.020

1.025

0.914

1.354

1.328

1.910

16

0.958

0.964

0.896

0.906

0.635

0.549

0.537

1.017

1.586

0.912

0.277

0.278

1.897

Average

0.866

0.877

0.879

0.901

1.169

1.203

1.282

1.463

1.602

1.783

0.414

0.441

1.233

  1. Bold values indicate the best results for row settings