If you mean algorithms for “learning association rules,” these are algorithms to automatically detect interesting relationships between variables in a large data set (a typical problem in Machine Learning ). Wikipedia has a good description for this, including a list of algorithms, as well as links to implementations. Unfortunately, I do not know of any specific implementation in C #.