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I don't quite follow scientific papers, so I wanted to take a look at different ART/ARTMAP implementations. I found one in C++.

Any others you know?

With no background in AI, what are some basics one must cover to be able to fully grasp this theory?

Reference: Adaptive resonance theory.

A: 

The web links are a bit dense. However, there is a rather simple explainaiton in "AI For Applications."

I also found this site., and one implementation with a WEKA interface.

monksy