Weibo Rumor Recognition Based on Communication and Stacking Ensemble Learning

Table 1

Features ranking results.

Ranking	Description	Score
1	Verified	477.060
2	Time span	358.353
3	Regional correlation	305.972
4	The number of friends	268.123
5	Emotional Consistency	255.905
6	User Influence	159.063
7	The number of microblogs	147.373
8	The number of #	78.590
9	User Credibility	65.372
10	The number of mutual followers	47.535
11	The number of followers	36.855
12	The number of @	25.129
13	The number of reports	10.981
14	Picture	6.679
15	The length of text	6.468
16	The number of likes	5.991
17	The number of exclamation marks	5.841
18	The number of negative words	5.722
19	User information integrity	3.279
20	Personal description	3.279
21	The length of username	2.824
22	The number of positive words	2.058
23	Gender	1.604
24	The number of comments	1.546
25	The number of question marks	1.160
26	The number of favourite microblogs	0.652
27	User activity	0.309