Are you aware of the field data mining? The techniques and frameworks involved sound right up your alley.
The open-source statistical platform R has a front-end containing a lot of data mining functionality with a GUI interface:
The R Project for Statistical Computing
Togaware: Rattle: A Graphical User Interface for Data Mining using R