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Table 4 Classification results on the 521 ND pairs with CV evaluation

From: A detailed error analysis of 13 kernel methods for protein-protein interaction extraction

Kernel

r

TN

e

TN/e

TN/ND

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18.1

305

427

0.71

0.59

lexical

25.0

203

391

0.52

0.39

SST

26.6

186

382

0.49

0.36

APG

25.3

185

389

0.48

0.36

PT

27.9

185

376

0.49

0.36

syntactic

24.4

180

394

0.46

0.35

cosine

24.9

168

391

0.43

0.32

ST

28.0

160

375

0.43

0.30

shallow

24.6

136

393

0.35

0.26

kBSPS

36.6

122

330

0.37

0.23

combined

24.8

117

392

0.30

0.22

SL

30.4

116

363

0.32

0.22

SpT

46.4

88

279

0.32

0.17

  1. Classification results on the 521 ND pairs with CV evaluation (in decreasing order according to the number of successfully classified pairs). Ratio (r) refers to the distribution of positive classes predicted by the kernel measured across the 5 corpora; TN is the number of correctly classified ND pairs; e is 521·(1−r), the expected number of negative class predictions projected onto the 521 ND pairs.