Offhand, I'd say this sounds like you need to build a Bayesian network. I'd recommend taking this course: https://www.coursera.org/course/pgm which uses this book: http://www.amazon.com/Probabilistic-Graphical-Models-Principles-Computation/dp/0262013193
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