Choice supervised learning algorithm or unsupervised learning algorithm

Question

I would like examine a large collection of emails that are known to be spam email, to discover if there are sub-types of spam mail.

Should I using a supervised learning algorithm or an unsupervised learning algorithm ?

Thank you.

Answer 1

Supervised Learning. Look into Naive Bayes. It has been used to solve exactly this problem with great success in the past.