/pymeta

Meta-learning metrics, initially for regression problems

Primary LanguagePython

PyMeta: A python package for meta-learning

Version 0.1 has only metafeatures for regression tasks.

Installing

To install PyMeta, first you need to clone the project from GitHub.

git clone https://github.com/romulomadu/pymeta.git

Go to project folder:

cd pymeta

Install with pipenv:

pipenv shell
pipenv install -e .

References

  • Lorena, Ana C., et al. "Data complexity meta-features for regression problems." Machine Learning 107.1 (2018): 209-246.
  • Amasyali, M. Fatih, and Okan K. Ersoy. "A study of meta learning for regression." ECE Technical Reports (2009): 386.
  • Soares, Carlos, Pavel B. Brazdil, and Petr Kuba. "A meta-learning method to select the kernel width in support vector regression." Machine learning 54.3 (2004): 195-209.