Skip to main content

Table 20 Optimal hyperparameters of different methods on NEEQ 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

M27

CDR

M15

CDR

M21

INF

BF + CN

M33

HT

M33

INF

M27

SKAA

BF + DN

M33

INF

M36

CDR

M42

CDR

BF + SN

M33

INF

M27

CDR

M15

HT

BF + CNLD

M33

SKAA

M27

INF

M30

SKAA

BF + CNAP

M33

CDR

M30

CDR

M33

IND

BF + DNLD

M33

SKAA

M33

IND

M42

CDR

BF + DNAP

M33

SKAA

M27

CDR

M33

IND

BF + SNLD

M33

CDR

M30

INF

M33

IND

BF + SNAP

M15

CDR

M24

IND

M18

IND

  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