if your knowledge about LMS is good enough then sign-sign has just some minor modification for reducing complexity.
for LMS haykin's "adaptive filtering theory" book is a good reference. however if you are looking for advanced mathematical stuff in adaptive filtering then without a doubt the book by Sayed is the best.