Multihop Neighbor Information Fusion Graph Convolutional Network for Text Classification

Table 5

Comparison of hidden units.

Dataset	Model	Hidden units	Epochs	Test Acc.
R52	NMGC-2 (ours)	128	800	94.35 ± 0.06
		64	1200	94.23 ± 0.20
		32	2000	94.16 ± 0.14
	NMGC-3 (ours)	128	1300	93.83 ± 0.16
		64	1100	93.29 ± 0.26
		32	2000	92.85 ± 0.37
R8	NMGC-2 (ours)	128	150	97.25 ± 0.13
		64	200	97.31 ± 0.09
		32	330	97.30 ± 0.13
	NMGC-3 (ours)	128	180	97.16 ± 0.10
		64	220	96.92 ± 0.08
		32	300	96.69 ± 0.06
20NG	NMGC-2 (ours)	128	330	86.61 ± 0.06
		64	480	86.55 ± 0.12
		32	600	86.02 ± 0.12
	NMGC-3 (ours)	128	265	86.68 ± 0.18
		64	420	86.14 ± 0.19
		32	540	85.64 ± 0.13
Ohsumed	NMGC-2 (ours)	128	410	69.21 ± 0.17
		64	495	69.07 ± 0.28
		32	795	68.46 ± 0.24
	NMGC-3 (ours)	128	210	68.20 ± 0.35
		64	305	67.50 ± 0.24
		32	415	66.25 ± 0.35
MR	NMGC-2 (ours)	128	35	76.19 ± 0.43
		64	40	76.21 ± 0.25
		32	55	76.16 ± 0.26
	NMGC-3 (ours)	128	50	76.27 ± 0.32
		64	70	76.24 ± 0.11
		32	85	76.36 ± 0.40