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Table 4 Accuracy results per word

From: Knowledge-based biomedical word sense disambiguation: comparison of approaches

Word

F Max

Total

MFS

NB

AEC

MRD

PPR s

JDI

CombSW

CombV

adjustment

62

93

0.6667

0.7634

0.6237

0.2308

0.3226

0.6923

0.6882

0.5269

blood pressure

54

100

0.5400

0.5700

0.3700

0.4343

0.4600

0.2020

0.3838

0.4444

cold

86

95

0.9053

0.9263

0.3895

0.6044

0.9158

 

0.3895

0.7895

Condition

90

92

0.9783

0.9783

0.7065

0.3370

0.9121

0.8370

0.7802

0.6923

culture

89

100

0.8900

0.9300

0.6000

0.8200

0.1212

0.9700

1.0000

0.5455

degree

63

65

0.9692

0.9692

0.8923

0.4923

0.9692

0.7077

0.8769

0.8154

depression

85

85

1.0000

1.0000

0.9529

0.9941

0.9294

0.9176

0.9647

0.9882

determination

79

79

1.0000

1.0000

0.1392

0.9936

0.0000

1.0000

0.9620

0.1392

discharge

74

78

0.9487

0.9867

0.7067

0.9861

0.8800

0.5556

0.7067

0.9600

energy

99

100

0.9900

0.9900

0.4000

0.4536

0.1000

0.7732

0.4600

0.5400

evaluation

50

100

0.5000

0.7800

0.5000

0.5800

0.5000

0.5800

0.5200

0.5000

extraction

82

87

0.9425

0.9425

0.7471

0.2907

0.5747

0.9535

0.9770

0.8621

failure

25

29

0.8621

0.8621

0.8621

0.5862

0.8621

1.0000

0.8621

1.0000

fat

71

73

0.9726

0.9726

0.8356

0.9718

0.2029

0.9296

0.9130

0.8406

fit

18

18

1.0000

0.8330

0.8889

0.8387

1.0000

1.0000

0.8889

1.0000

fluid

100

100

1.0000

0.9710

0.4800

0.6082

0.5354

0.3608

0.4848

0.3535

frequency

94

94

1.0000

0.9690

0.6064

0.9362

1.0000

0.1809

0.6277

0.8085

ganglion

93

100

0.9300

0.9500

0.8600

0.9565

0.3838

0.9130

0.8788

0.8586

glucose

91

100

0.9100

0.9100

0.7800

0.2755

0.9200

0.7347

0.7800

0.3900

growth

63

100

0.6300

0.7300

0.3700

0.6700

0.3700

0.6500

0.5500

0.6600

immunosuppression

59

100

0.5900

0.7900

0.5700

0.4896

0.4646

0.7083

0.5960

0.6465

implantation

81

98

0.8265

0.9796

0.9490

0.8316

0.8367

0.9053

0.9388

0.9694

inhibition

98

99

0.9899

0.9899

0.8384

0.9697

0.0101

0.9899

0.9697

0.8283

japanese

73

79

0.9241

0.9241

0.6329

0.9211

0.1646

0.8947

0.6329

0.9367

lead

27

29

0.9310

0.9310

0.8276

0.3793

0.9310

0.1724

0.8276

0.8621

man

58

92

0.6304

0.8696

0.6522

0.3187

0.3187

 

0.6484

0.4176

mole

83

84

0.9881

0.9881

0.4405

0.8916

0.8889

0.9398

1.0000

1.0000

mosaic

57

97

0.5876

0.8247

0.8144

0.5795

0.5979

0.7273

0.8454

0.7216

nutrition

45

89

0.5056

0.5506

0.3708

0.3933

0.5056

0.4719

0.4545

0.4318

pathology

85

99

0.8586

0.8586

0.6061

0.3939

0.8404

0.8182

0.7553

0.8298

pressure

96

96

1.0000

0.9580

0.5208

0.9836

0.1042

0.8172

0.6354

0.8750

radiation

61

98

0.6224

0.8367

0.7449

0.6979

0.7551

0.7917

0.7653

0.7653

reduction

9

11

0.8182

0.8182

0.9091

0.8182

0.9091

0.8182

1.0000

0.8182

repair

52

68

0.7647

0.9559

0.8529

0.8358

0.6618

0.8358

0.8676

0.8824

resistance

3

3

1.0000

1.0000

1.0000

0.3333

0.0000

1.0000

1.0000

1.0000

scale

65

65

1.0000

1.0000

0.7231

0.0615

1.0000

0.0615

0.6875

0.6563

secretion

99

100

0.9900

0.9900

0.4600

0.3535

0.9451

0.9798

0.5814

0.9651

sensitivity

49

51

0.9608

0.9608

0.7255

0.8431

0.0196

0.2745

0.9216

0.7255

sex

80

100

0.8000

0.8400

0.6000

0.5455

0.2700

 

0.6000

0.5300

single

99

100

0.9900

0.9900

0.8900

0.0400

0.9700

0.9300

0.8900

0.9500

strains

92

93

0.9892

0.9892

0.9570

0.9780

0.6129

1.0000

0.9892

0.9570

support

8

10

0.8000

0.8000

1.0000

0.3000

0.2000

0.9000

1.0000

0.9000

surgery

98

100

0.9800

0.9800

0.1900

0.9394

0.6900

0.8990

0.4300

0.9600

transient

99

100

0.9900

0.9900

0.9100

0.9900

0.9899

0.9600

0.9485

0.9691

transport

93

94

0.9894

1.0000

1.0000

0.9780

0.0106

1.0000

1.0000

0.9787

ultrasound

84

100

0.8400

0.8500

0.7400

0.6667

0.8500

0.7813

0.8100

0.8300

variation

80

100

0.8000

0.9100

0.6900

0.7600

0.8586

0.3500

0.6465

0.8586

weight

29

53

0.5472

0.8491

0.6604

0.4717

0.6444

 

0.6591

0.6818

white

49

90

0.5444

0.8111

0.5111

0.4831

0.5393

0.6517

0.5730

0.5843

Accuracy all

68.96

81.35

0.8550

0.8830

0.6836

0.6389

0.5826

 

0.7626

0.7601

Accuracy JDI set

69.47

81.02

0.8669

0.9063

0.6932

0.6526

0.5867

0.7475

0.7794

0.7739

  1. F Max is the number of instances of the sense with the frequency, Total is the number of instances, MFS stands for Maximum Frequency Sense, NB stands for Naïve Bayes, AEC stands for Automatic Extracted Corpus, MRD stands for Machine Readable Dictionary, PPR s stands for Page Rank and MetaMap with Strict model, CombSW stands for weighted linear combination and CombV stands for voting combination.