Outline Text Analytics: Motivation Two Challenges Representation Labels Text Categorization via hin HIN cOnstruction from texts From hin similarity to clustering and classification World knowledge indirect supervision Conclusions and future workOutline • Text Analytics: Motivation – Two Challenges • Representation • Labels • Text Categorization via HIN – HIN construction from texts – From HIN similarity to clustering and classification – World knowledge indirect supervision • Conclusions and future work 9