Most of the books I've found are either way too basic (explaining random sampling, frequency tables and crosstabs, and ending with linear regression) or are 700 page long textbooks that cost hundreds of dollars and are not very readable.

Can anyone recommend a good book on mathematical statistics for self-study? Maybe something from the Dover math series that is relatively brief, readable, and inexpensive?