Neural network training function error modulo a number

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How can I tell neural network training function to compute the error modulo a number.? For example if my targets are angles in degrees and the desired is 359 but the predictor gave me 2 degrees, the error is large (359-2)^2. How can you tell neural network to treat 2 as 360-2, such that the error is now (359-358)^2?

Answers (1)

Greg Heath
Greg Heath on 10 Apr 2018
The simplest function that makes perfect sense is the corresponding squared Euclidean distance between corresponding points on the unit circle.
Other than taking the square root to obtain linear distance, I see no reason to waste computation to use any other function of distance,
Hope this helps.
Thank you for formally accepting my answer
Greg
  1 Comment
Kostas Sarrigeorgidis
Kostas Sarrigeorgidis on 10 Apr 2018
Are u saying instead of train on the angle (one output), train with cos(theta), sin(theta)? (2 outputs). If so, how do you tell the network to give answers on the unit circle?

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