What does "weighted logistic regression" mean?

I came across this term "weighted logistic regression"in this [paper](http://www.cs.uic.edu/~liub/publications/icml-03.pdf).

I have read the paper a lot of times throughly. But I still can't get the idea of the author. Hope you can help me!