Commit 7c1f4bd
First principles datasets (#181)
* First principles datasets
Data comes from two symbolic regression repos:
- Miles Cranmer's PySR: https://github.com/MilesCranmer/PySR
- Etienne Russeil et al.'s MvSR: https://github.com/erusseil/MvSR-analysis
They are all datasets that have a first-principle equation
derived from data and used in their respective papers
to show how symbolic regression has the potential of retrieving
the original equation when only observational data is available.
While some of them have just a few samples and others are synthetically
generated, they are challenging for symbolic regression methods and
can be used to evaluate these algorithms.
The idea of pushing them into PMLB is to help other users to
quickly set up experiments with the data.
I still need to write proper metadata for them.
* Re-generated broken datasets
CI was failing to parse the contents of these specific ones.
* update dataset files
Created by https://github.com/gAldeia/pmlb/actions/runs/11616806556\nfrom f23672c on 2024-10-31
* New metadata
* Updated summary
* update dataset files
Created by https://github.com/gAldeia/pmlb/actions/runs/13434894123\nfrom bdc87c8 on 2025-02-20
* Fix typo
* update dataset files
Created by https://github.com/gAldeia/pmlb/actions/runs/13465733857\nfrom a226e6b on 2025-02-21
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Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>1 parent aa128d7 commit 7c1f4bd
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lines changed- datasets
- auto_insurance_losses
- auto_insurance_price
- auto_insurance_symboling
- breast_cancer_wisconsin_diagnostic
- breast_cancer_wisconsin_original
- car_evaluation
- congressional_voting_records
- contraceptive_method
- credit_approval_australia
- credit_approval_germany
- first_principles_absorption
- first_principles_bode
- first_principles_hubble
- first_principles_ideal_gas
- first_principles_kepler
- first_principles_leavitt
- first_principles_newton
- first_principles_planck
- first_principles_rydberg
- first_principles_schechter
- first_principles_supernovae_zg
- first_principles_supernovae_zr
- first_principles_tully_fisher
- heart_disease_cleveland
- heart_disease_hungarian
- heart_disease_va_long_beach
- heart_disease_zurich
- horse_colic_lesion_type
- horse_colic_outcome
- horse_colic_surgery
- solar_flare
- pmlb
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