I have an data sheet with almost 2000 input parameters and 4 output parameters. I am to optimize the input parameters to define the output
I am not sure whether the input parameters are linearly related so I am looking for a non linear dimensionality reduction algorithm. Will Self organizing maps be a good option for reducing the 2000 input parameters to few components.
I did try PCA but it is not quite helpful. Please if anyone could suggest any standard algorithms and codes that I could try?