Multiclass analysis and prediction with network structured covariates

Journal of Statistical Distributions and Applications

Table 3 Simulation study with and without network structures for covariates, respectively, indicated by Scenarios 1 and 2: I=2

Scenario	Criteria	Agresti	SVM	LDA	KNN	XGBOOST	LR-HomoGraph	LR-ClassGraph
1	PRE _micro	0.625	0.835	0.625	0.685	0.615	0.825	0.965
	REC _micro	0.625	0.835	0.625	0.685	0.615	0.825	0.965
	F _micro	0.625	0.835	0.625	0.685	0.615	0.825	0.965
	PRE _macro	0.625	0.866	0.626	0.688	0.615	0.828	0.965
	REC _macro	0.626	0.835	0.625	0.685	0.615	0.825	0.965
	F _macro	0.625	0.850	0.626	0.686	0.615	0.825	0.965
2	PRE _micro	0.860	0.985	0.850	0.565	0.775	0.825	0.795
	REC _micro	0.860	0.985	0.850	0.565	0.775	0.825	0.795
	F _micro	0.860	0.985	0.850	0.565	0.775	0.825	0.795
	PRE _macro	0.861	0.981	0.605	0.850	0.775	0.820	0.770
	REC _macro	0.860	0.984	0.605	0.850	0.775	0.820	0.772
	F _macro	0.861	0.982	0.605	0.850	0.775	0.820	0.771