Table 3 AUC values for different datasets. The cell Bold shows the best performance while the one Italic shows the second best performance for each dataset.

From: Link prediction in complex network using information flow

Method

Karate

Bombing

Iceland

LesMis

Neurons

E.Coli

CN

0.7327±0.0890

0.9493±0.0288

0.9252±0.0517

0.9678±0.0209

0.8648±0.0123

0.6286±0.0652

AA

0.7704±0.0977

0.9572±0.0288

0.9456±0.0455

0.9704±0.0210

0.8800±0.0121

0.6327±0.0674

RA

0.7829±0.0986

0.9582±0.0285

0.9443±0.0450

0.9698±0.0211

0.8862±0.0120

0.6329±0.0675

PA

0.6970±0.1186

0.8014±0.0509

0.8519±0.0919

0.8286±0.0414

0.7281±0.0161

0.8388±0.0485

MFI

0.7837±0.0682

0.9413±0.0253

0.8883±0.0387

0.9481±0.0214

0.8755±0.0097

0.8890±0.0374

LO

0.6900±0.1140

0.9430±0.0366

0.9046±0.0562

0.3833±0.0222

0.7135±0.0239

0.6579±0.1011

CND

0.7412±0.0799

0.9530±0.0252

0.9291±0.0416

0.9691±0.0188

0.8659±0.0120

0.8612±0.0340

Katz

0.7745±0.0861

0.9470±0.0267

0.9300±0.0467

0.9668±0.0216

0.8721±0.0108

0.8897±0.0356

SRW

0.7496±0.1213

0.9236±0.0333

0.8700±0.0957

0.9575±0.0263

0.8463±0.0123

0.6026±0.0654

RWR

0.7240±0.0989

0.9130±0.0352

0.8945±0.0865

0.9531±0.0265

0.8207±0.0126

0.6051±0.0617

LP

0.7799±0.0839

0.9467±0.0271

0.9314±0.0449

0.9672±0.0211

0.8732±0.0107

0.8739±0.0469

WPMFI

0.8249±0.0619

0.9629±0.0331

0.9526±0.0291

0.9757±0.0166

0.9002±0.0097

0.9011±0.0301

Method

Netscience

Infectious

Metabolic

US Air

ASoIaF

Email

CN

0.9904±0.0065

0.9554±0.0073

0.9283±0.0108

0.9664±0.0054

0.9715±0.0052

0.8763±0.0123

AA

0.9922±0.0065

0.9586±0.0073

0.9536±0.0095

0.9715±0.0050

0.9752±0.0052

0.8780±0.0122

RA

0.9922±0.0064

0.9593±0.0074

0.9572±0.0092

0.9744±0.0048

0.9754±0.0052

0.8775±0.0122

PA

0.6053±0.0422

0.7237±0.0149

0.7957±0.0230

0.9282±0.0121

0.8777±0.0127

0.8142±0.0099

MFI

0.9924±0.0027

0.9669±0.0031

0.9181±0.0093

0.9451±0.0047

0.9566±0.0041

0.9317±0.0065

LO

0.9838±0.0145

0.8352±0.0202

0.3866±0.0118

0.7448±0.0215

0.3835±0.0113

0.3205±0.0074

CND

0.9934±0.0023

0.9674±0.0042

0.9291±0.0105

0.9676±0.0048

0.9761±0.0037

0.9209±0.0080

Katz

0.9915±0.0026

0.9703±0.0035

0.9274±0.0108

0.9659±0.0056

0.9761±0.0037

0.9364±0.0062

SRW

0.9581±0.0163

0.9462±0.0073

0.8954±0.0135

0.9602±0.0066

0.9585±0.0066

0.8661±0.0142

RWR

0.9586±0.0154

0.9437±0.0072

0.8759±0.0132

0.9569±0.0066

0.9538±0.0063

0.8712±0.0127

LP

0.9916±0.0028

0.9700±0.0038

0.9281±0.0107

0.9664±0.0054

0.9764±0.0037

0.9325±0.0070

WPMFI

0.9961±0.0022

0.9773±0.0032

0.9588±0.0092

0.9770±0.0039

0.9833±0.0033

0.9414±0.0062

Method

Bible

Yeast

Vidal

Household

Friendships

Hamster

CN

0.9816±0.0024

0.9324±0.0039

0.6750±0.0125

0.9018±0.0098

0.8206±0.0030

0.9722±0.0020

AA

0.9879±0.0024

0.9330±0.0039

0.6758±0.0125

0.9068±0.0100

0.8230±0.0029

0.9754±0.0020

RA

0.9887±0.0024

0.9331±0.0039

0.6758±0.0125

0.9061±0.0098

0.8235±0.0029

0.9766±0.0019

PA

0.8270±0.0101

0.8867±0.0053

0.8590±0.0068

0.9179±0.0048

0.8899±0.0059

0.8474±0.0075

MFI

0.9728±0.0024

0.9811±0.0038

0.8967±0.0062

0.9027±0.0101

0.9472±0.0020

0.9708±0.0020

LO

0.4438±0.0035

0.4126±0.0063

0.2412±0.0096

0.2490±0.0099

0.2108±0.0044

0.4330±0.0043

CND

0.9832±0.0021

0.9807±0.0035

0.8849±0.0078

0.9185±0.0089

0.8819±0.0021

0.9786±0.0014

Katz

0.9803±0.0017

0.9838±0.0036

0.9045±0.0079

0.9356±0.0092

0.9370±0.0023

0.9808±0.0012

SRW

0.9533±0.0049

0.9276±0.0032

0.6384±0.0157

0.8964±0.0104

0.8242±0.0031

0.9679±0.0022

RWR

0.9471±0.0038

0.9283±0.0031

0.6637±0.0134

0.8957±0.0090

0.8184±0.0034

0.9592±0.0022

LP

0.9805±0.0017

0.9808±0.0035

0.8596±0.0124

0.9356±0.0093

0.9380±0.0021

0.9809±0.0013

WPMFI

0.9916±0.0016

0.9877±0.0031

0.9153±0.0051

0.9458±0.0073

0.9613±0.0017

0.9855±0.0014