I am writing a machine learning manuscript for publication.
In a figure I had two learning curves for parameter 1 (P1) and parameter 2 (P2). Now, the reviewer asked to incorporate parameter 3 (P3) and show the learning curve for that.
The assumption is that the curve for P1 is better than P2 (P1>P2) and the curve with P2 is better than with P3 (P2>P3).
However, after training with parameter 3 I found a curve that shows (P3>P2). Probably P2 curve was stuck at a local minima. Since, my original P1 curve was okay, I was not bothered with the P2 curve that much when I submitted the manuscript.
Since, it is not expected, I retrained all three curves and after retraining I found the desired curves (P1>P2 and P2>P3).
Now, can I put this newer curves in the figure and submit the manuscript? Or I have to keep the original P1 and P2 curves intact?