Spectral Graph Theory by Fan R K Chung.
A developing area of mathematics that may be important for high dimensional data mining. Relevant to the spectral feature selection post from yesterday.
You can see the first four revised chapters and the bibliography at: Spectral Graph Theory (revised and improved)