Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

New example: scaled symbolic regression #365

Open
jakobj opened this issue May 25, 2022 · 0 comments
Open

New example: scaled symbolic regression #365

jakobj opened this issue May 25, 2022 · 0 comments
Labels
examples Showcasing the library good first issue Good for newcomers
Milestone

Comments

@jakobj
Copy link
Member

jakobj commented May 25, 2022

Using a MSE error function can cause GP to prefer solutions which have wrong functional form but, for example, are close to the mean of the target data over solutions which have the correct form, but are shifted by a constant.

This problem can be easily circumvented by using scaled symbolic regression (https://link.springer.com/article/10.1023/B:GENP.0000030195.77571.f9). It's easy to implement, we should provide an example.

@jakobj jakobj added good first issue Good for newcomers examples Showcasing the library labels May 25, 2022
@jakobj jakobj added this to the 0.5.0 milestone May 25, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
examples Showcasing the library good first issue Good for newcomers
Projects
None yet
Development

No branches or pull requests

1 participant