As the title goes, does anyone know of a good, up to date book that covers data preprocessing in general and especially outlier detection techniques?

The book doesn't need to be focusing exclusively on that, but it should deal with the aforementioned topics exhaustively - I wouldn't be happy with something that's a starting point and quotes a list of papers, explanations of the various techniques must appear in the book itself.

Techniques for dealing with missing data preferable, but not necessary...