What is your recommendation for the best method for non-linear weighted combination?

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Abbas Cheddad

Thought I made it clear, or maybe not. Ok, let's try again. I have two floating point vectors each of which is a predictor of a binary outcome (say presence or absence of a disease). My question is: Is there any chance that one can non-linearly combine the two to yield an even stronger predictor ( in other words, to fuse the information present in the two descriptors)? I hope that makes sense.

@Hamidreza Farhidzadeh

You got the details, any idea?