Petersen and Pedersen, The Matrix Cookbook
F. R. Kschischang, Probability Refresher
You can get more information on k-means clustering from these chapters from David MacKay's book. Chapter 20 Chapter 22
Here is the original Isomap paper.
An overview paper for SVMs.
A more detailed SVM tutorial.
An HMM paper.