2 Domain vs. World Knowledge  

3 Machine Learning with World Knowledge: An Overview  

4 Representation: World Knowledge as Features  

5 Inference with World Knowledge  

6 Learning: Related Learning Paradigms  

7 Conclusion and Future Directions