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Table 19 Optimal hyperparameters of different methods on manufacturing SMEs dataset

From: Clues from networks: quantifying relational risk for credit risk evaluation of SMEs

Model

LR

RF

XGB

Time

Weight function

Time

Weight function

Time

Weight function

BF + RS

M24

SKAA

M3

HT

M48

CDR

BF + CN

M3

SKAA

M42

CDR

M48

HT

BF + DN

M42

SKAA

M36

SKAA

M42

INF

BF + SN

M42

IND

M42

CDR

M18

HT

BF + CNLD

M42

IND

M36

CDR

M48

SKAA

BF + CNAP

M12

SKAA

M12

CDR

M42

SKAA

BF + DNLD

M36

CDR

M36

SKAA

M48

IND

BF + DNAP

M3

INF

M12

SKAA

M3

INF

BF + SNLD

M42

CDR

M18

SKAA

M48

SKAA

BF + SNAP

M42

CDR

M42

CDR

M8

CDR

  1. CDR refers to the weight function class-degree ratio, HT refers to the hyperbolic tangent, IND refers to the inverse degree, INF refers to the inverse frequency, and AA refers to the Adamic and Adar