
Social Media Analysis — Text Mining Meets Network Mining 91
FIGURE 4.9 (See color insert.): Leader vs. follower score colored by attitude for all users.
Users with a positive attitude are marked green, users with a negative attitude red.
4.6 Summary
In this chapter we explained and demonstrated a new approach to analyze social media
data. The approach combines text mining and network analysis techniques in order to
create fact-based, heterogeneous, and actionable insights into social media user behavior.
This would not have been possible by using just one analytic technique.
Combining sentiment analysis from online forum posts together with reference ...