An experimental study of the intrinsic stability of random forest variable importance measures

BMC Bioinformatics

Table 1 Characteristics of datasets used in experiments

ID	Dataset	Domain	#Feature	#Sample	#Class	OOB accuracy
1	yeast	biology	8	1484	10	0.98
2	glass	Physical	9	240	6	0.79
3	vote	social	16	232	2	0.97
4	segment	image	19	2310	7	0.98
5	mushroom	biology	20	8124	2	1.00
6	soybean	biology	35	307	19	0.93
7	splice	biology	60	3175	4	0.43
8	sonar	Physical	60	208	2	0.85
9	Madelon	artificial	500	2600	2	0.73
10	SRBCT	biology	2308	83	4	1.00
11	Leukemia1	biology	5327	72	3	0.94
12	DLBCL	biology	5469	77	2	0.83
13	Tumors_9	biology	5726	60	9	0.51
14	Brain_Tumor1	biology	5920	90	5	0.83
15	Arcene	biology	10000	100	2	0.79
16	Brain_Tumor2	biology	10367	50	4	0.74
17	Prostate_Tumor	biology	10509	102	2	0.92
18	Tumors_11	biology	12533	174	11	0.88
19	Lung_Cancer	biology	12600	203	5	0.92

ISSN: 1471-2105