Can we say that overfitting occur in this plot?
4 次查看(过去 30 天)
显示 更早的评论
Performance plot from ANN is obtained as shown below.Does overfitting happen here?
0 个评论
回答(1 个)
Greg Heath
2018-8-23
This is a case of
*OVERTRAINING AN OVERFIT NET*
There are at least 3 ways to avoid this:
1. *DO NOT OVERFIT:*
Make sure that the number of unknown weights, Nw does not
exceed the number of training equations, Ntrneq.
2. *DO NOT OVERTRAIN*
In particular, the problem is not necessarily the
overfitting. Overfitting is easily mitigated by NOT
OVERTRAINING
a. Use a VALIDATION set to implement "EARLY STOPPING".
b. Use "REGULARIZATION" via TRAINBR to implement
"BAYESIAN RREGULARIZATION"
See
https://www.mathworks.com/matlabcentral/answers/280818-how-to-solve-overtrained-nn-with-validation-stop
Hope this helps.
Thank you for formally accepting my answer
Greg
4 个评论
另请参阅
类别
在 Help Center 和 File Exchange 中查找有关 Sequence and Numeric Feature Data Workflows 的更多信息
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!