Multiclass analysis and prediction with network structured covariates

Journal of Statistical Distributions and Applications

Table 5 Overall performance of classification methods applied to glass data

	Agresti	SVM	LDA	KNN	XGBOOST	LR-HomoGraph	LR-ClassGraph	LR-HomoGraph	LR-ClassGraph
								+main	+main
PRE _micro	0.706	0.790	0.649	0.653	0.677	0.808	0.841	0.776	0.783
REC _micro	0.706	0.790	0.650	0.653	0.730	0.808	0.841	0.776	0.794
F _micro	0.706	0.790	0.649	0.653	0.703	0.808	0.841	0.776	0.788
PRE _macro	0.681	0.743	0.651	0.583	0.615	0.876	0.929	0.817	0.816
REC _macro	0.680	0.755	0.703	0.563	0.644	0.800	0.814	0.774	0.816
F _macro	0.680	0.749	0.676	0.573	0.629	0.836	0.868	0.795	0.816