Skip to main content

Table 4 The clustering results of six alignment-free models against sliding window size on the dataset DS2, DS3 and DS4

From: An improved alignment-free model for dna sequence similarity metric

Dataset

Assessment method

Model

Size of sliding window

2

3

4

5

6

DS2

purity

kTuple

0.8842

0.9123

0.8947

0.7789

0.7404

DMk

0.9474

0.9404

0.9474

0.8667

0.5123

AMI

0.5895

0.6035

0.6140

0.5614

0.5965

CV

N/A

0.7158

0.7684

0.8421

0.8421

TSM

0.8667

0.8702

0.8772

0.8807

0.9018

CPF

0.9754

0.9439

0.9368

0.9404

0.9123

DS2

F-measure

kTuple

0.8921

0.9184

0.9012

0.6631

0.6381

DMk

0.9487

0.9419

0.9490

0.7477

0.3854

AMI

0.4871

0.4924

0.5009

0.4104

0.4370

CV

N/A

0.6126

0.7708

0.8457

0.8419

TSM

0.8749

0.8789

0.8845

0.8878

0.9087

CPF

0.9755

0.9451

0.9379

0.9416

0.9158

DS3

purity

kTuple

0.5935

0.6290

0.6290

0.5452

0.4968

DMk

0.8968

0.8806

0.8774

0.7484

0.5774

AMI

0.5387

0.5484

0.5452

0.5516

0.5581

CV

N/A

0.4484

0.5419

0.5935

0.4452

TSM

0.6290

0.6032

0.5774

0.5774

0.6452

CPF

0.9806

0.9419

0.9194

0.9387

0.9226

DS3

F-measure

kTuple

0.4755

0.5158

0.5185

0.3862

0.3952

DMk

0.8972

0.8836

0.8811

0.6336

0.3083

AMI

0.4241

0.4699

0.4871

0.4284

0.4936

CV

N/A

0.3473

0.4272

0.4816

0.2307

TSM

0.5046

0.4871

0.4208

0.4224

0.5364

CPF

0.9809

0.9446

0.9222

0.9420

0.9262

DS4

purity

kTuple

0.6215

0.6853

0.7092

0.6853

0.5538

DMk

0.9641

0.9243

0.8367

0.7490

0.3984

AMI

0.5100

0.5618

0.5896

0.6096

0.6494

CV

N/A

0.7092

0.6375

0.6414

0.6175

TSM

0.6096

0.6972

0.7131

0.7251

0.6653

CPF

0.9761

0.9801

0.9721

0.9681

0.9641

DS4

F-measure

kTuple

0.5616

0.5146

0.5240

0.5497

0.3469

DMk

0.9644

0.9242

0.7220

0.5476

0.2395

AMI

0.3886

0.4330

0.5062

0.4848

0.5714

CV

N/A

0.6790

0.4237

0.4986

0.4610

TSM

0.4722

0.4970

0.5068

0.6516

0.4703

CPF

0.9761

0.9801

0.9721

0.9681

0.9641