Predict one independent variable (IV) from 25 dependent variables (DV)

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Hi,
Besides using the Neural Network toolbox, is there a way to - for lack of a better explanation - let Matlab create a function that can predict the indepdendent variable? I have 167 data points of one IV and 25 DV.
I have previously used an empirical function and unconstrained non-linear optimization, but was wondering if there is a smarter way than just basically guessing a function that could fit. Note that I do not need to use all of the DVs, but could start with 3 or 4 DVs.
Many thanks in advance! Jan

Accepted Answer

Greg Heath
Greg Heath on 18 Feb 2018
Even if you do not want to use a net, I doubt if you need all 25 to model 1.
I have successfully used the following strategy:
1. 25 plots
2. A sequence of trimmed polynomial models
(TRIMMED ==> negligible terms are omitted)
a. Linear
b. Quadratic
c. I have never had to use higher powers
Hope this helps.
Thank you for formally accepting my answer
Greg

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