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Table 6 Comparative AUROC (top) and AUPR (bottom) performance for Adamic/Adar (AA), Katz, preferential attachment (PA), HPLP, and VCP

From: Vertex collocation profiles: theory, computation, and results

(a) AUROC

 

AA

Katz

PA

HPLP

VCP 3,1,0

VCP 3,1,1

VCP 4,1,0

VCP 4,1,1

calls

0.698

0.641

0.424

0.782

0.802

0.814

0.834

0.849

condmat

0.663

0.630

0.585

0.588

0.637

-

0.582

-

dblp-cite

0.794

0.791

0.773

0.841

0.830

0.847

0.843

0.868

dblp-collab

0.697

0.623

0.523

0.691

0.640

-

0.695

-

disease-g

0.930

0.907

0.820

0.970

0.923

-

0.964

-

disease-p

0.898

0.920

0.932

0.922

0.939

-

0.951

-

hepth-cite

0.826

0.794

0.766

0.838

0.836

0.846

0.845

0.851

hepth-collab

0.606

0.619

0.547

0.592

0.598

-

0.622

-

huddle

0.879

0.875

0.875

0.877

0.881

-

0.888

-

patents-collab

0.793

0.671

0.532

0.800

0.680

-

0.816

-

sms

0.642

0.581

0.472

0.714

0.735

0.730

0.791

0.802

(b) AUPR

 

AA

Katz

PA

HPLP

VCP 3,1,0

VCP 3,1,1

VCP 4,1,0

VCP 4,1,1

calls

0.000505

0.011465

0.000092

0.018005

0.031655

0.033091

0.033533

0.035127

condmat

0.000195

0.000183

0.000177

0.007763

0.011917

-

0.008589

-

dblp-cite

0.000314

0.000246

0.000234

0.016030

0.009207

0.015265

0.011427

0.018137

dblp-collab

0.008777

0.006723

0.003251

0.007772

0.007152

-

0.009410

-

disease-g

0.221299

0.193863

0.061694

0.466716

0.155165

-

0.444153

-

disease-p

0.629516

0.676419

0.673601

0.390074

0.552765

-

0.633316

-

hepth-cite

0.003967

0.003784

0.003225

0.054846

0.046140

0.059245

0.056244

0.063387

hepth-collab

0.008563

0.009328

0.005060

0.006123

0.007197

-

0.007156

-

huddle

0.000790

0.000746

0.000745

0.039914

0.039394

-

0.046803

-

patents-collab

0.006962

0.005678

0.001684

0.006735

0.005564

-

0.007709

-

sms

0.009410

0.009164

0.002986

0.011594

0.025206

0.026063

0.027073

0.028201

  1. Bold font indicates the maximum value in the row.