Data-driven multinomial random forest: a new random forest variant with strong consistency

Journal of Big Data

Table 3 Accuracy (%) of different RFs on benchmark datasets

Datasets	DMRF	MRF(SE)	MRF(b)	BRF(SE)	BRF(b)	Denil14(SE)	Denil14(b)	BreimanRF
Blogger	81.8*	76.2	79.9	78.3	81.2	75.8	80.5	81.4
Bone marrow	93.96*	93.56	93.71	93.53	93.86	93.92	93.45	93.42
Algerian Forest Fires	93.03*	92.25	92.16	92.71	93.71	92.45	92.46	93
Vertebral	84.39	83.19	83.58	83.74	84.35	82.74	82.74	84.64*
Chronic kidney disease	98.80*	98.13	98.6	98.23	98.65	98.23	98.48	98.77
Cvr	96.19*	95.49	95.61	95.91	96.16	95.63	95.74	95.84
House-votes	96.17*	95.67	95.49	95.58	95.89	95.66	95.67	95.87
Wdbc	96.25*	95.58	96.22	95.12	95.96	95.55	96.08	94.18
Breast original	95.88	95.29	95.48	95.48	95.72	94.45	94.69	96.71*
Balance scale	83.45	80.58	77.64	81.83	83.46	80.15	77.02	86.19*
Raisin	86.22*	85.47	85.94	85.60	86.02	86.16	85.53	84.98
Vehicle	75.63*	73.24	75.60	72.79	74.44	73.04	74.55	74.46
Tic-tac-toe	98.27*	98.47	98.85	98.18	98.08	97.82	98.38	94.37
HCV	23.84	23.55	23.66	23.25	23.28	23.28	23.22	24.88*
Winequality (red)	69.83*	62.47	69.57	62.48	69.75	62.08	69.49	64.70
Wireless	98.36*	98.28	98.33	98.2	98.18	97.78	97.97	98.33
Obesity	78.54	24.41	77.34	71.35	78.51	73.28	77.20	94.42*
Ad	97.66*	96.76	97.95	94.43	97.46	94.16	96.98	97.02
Spambase	95.18*	93.6	95.01	93.93	95.02	91.48	95.1	91.82
Winequality (white)	69.21*	59.93	69.20	60.65	69.44	60.07	68.71	64.02
Page blocks	97.59*	97.44	97.56	97.17	97.45	97.28	97.44	97.06
MFCCs	98.53*	98.02	98.5	98.02	98.47	97.83	98.36	63.57
Mushroom	57.24*	59.98	47.42	62.10	58.67	58.99	48.54	47.28
Ai4i	59.96*	59.5	57.01	59.4	59.95	59.6	56.66	56.15
Letter	89.79	89.55	89.58	83.05	89.00	81.78	87.50	96.32*
Adult	86.45*	86.28	86.13	57.57	86.44	86.19	85.57	85.98
Connect-4	82.18*	81.96	84.08	78.86	80.77	81.28	83.44	81.46