Multiclass analysis and prediction with network structured covariates

Journal of Statistical Distributions and Applications

Table 2 Simulation study with and without network structures for covariates, respectively, indicated by Scenarios 1 and 2: I=4

Scenario	Criteria	Agresti	SVM	LDA	KNN	XGBOOST	LR-HomoGraph	LR-ClassGraph
1	PRE _micro	0.635	0.830	0.640	0.678	0.690	0.841	0.890
	REC _micro	0.635	0.830	0.640	0.700	0.690	0.841	0.890
	F _micro	0.635	0.830	0.640	0.689	0.690	0.841	0.890
	PRE _macro	0.637	0.843	0.643	0.686	0.688	0.847	0.898
	REC _macro	0.635	0.830	0.640	0.704	0.690	0.842	0.891
	F _macro	0.636	0.836	0.641	0.695	0.689	0.844	0.894
2	PRE _micro	0.703	0.855	0.739	0.672	0.790	0.851	0.861
	REC _micro	0.717	0.855	0.734	0.672	0.790	0.851	0.866
	F _micro	0.710	0.855	0.736	0.672	0.790	0.851	0.863
	PRE _macro	0.706	0.805	0.740	0.704	0.792	0.859	0.860
	REC _macro	0.717	0.855	0.733	0.672	0.790	0.862	0.866
	F _macro	0.711	0.830	0.736	0.687	0.791	0.860	0.863