Symbolic Knowledge about y1, y2

Two Birds, One Neural Network
1

Hi everyone,

maybe I’ve missed it: Is it forbidden to encode symbolic knowledge about y1 and y2 (i.e., that y1(x0, x1) = cos(49*x0 + 42*x1) and that y2(x0, x1) = cos(56*x0 + 63*x1)) into our solution/network?

All the best,
Thomas

2

Hello @wedenigt,
You can incorporate symbolic knowledge about y1 and y2 to build your network wisely, but not as a replacement for the solution. Preprocessing, postprocessing, any adjustments, etc. of results generated by the neural network are not allowed.

Xeek Team

3

Hi Guys
I think it is likely that I can do this analytically. I thought machine learning was for problems too hard to do analytically.
cheers, Eric

4

Hi,
I am curious if it is permissible to perform data augmentation by generating additional data points?