Normalization, Standardization and Rescaling
This is copy/paste of an interesting FAQ from faqs.org, I really loved reading the article and thought of reposting the same in a better formatted manner for readability.
Courtsey: ftp://ftp.sas.com/pub/neural/FAQ.html