A Community-Based Platform for Machine Learning Experimentation
Abstract
We demonstrate the practical uses of a community-based platform for the sharing and in-depth investigation of the thousands of machine learning experiments executed every day. It is aimed at researchers and practitioners of data mining techniques, and is publicly available at http://expdb.cs.kuleuven.be . The system offers standards and API’s for sharing experimental results, extensive querying capabilities of the gathered results and allows easy integration in existing data mining toolboxes. We believe such a system may speed up scientific discovery and enhance the scientific rigor of machine learning research.
Cite
Text
Vanschoren and Blockeel. "A Community-Based Platform for Machine Learning Experimentation." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2009. doi:10.1007/978-3-642-04174-7_56Markdown
[Vanschoren and Blockeel. "A Community-Based Platform for Machine Learning Experimentation." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2009.](https://mlanthology.org/ecmlpkdd/2009/vanschoren2009ecmlpkdd-communitybased/) doi:10.1007/978-3-642-04174-7_56BibTeX
@inproceedings{vanschoren2009ecmlpkdd-communitybased,
title = {{A Community-Based Platform for Machine Learning Experimentation}},
author = {Vanschoren, Joaquin and Blockeel, Hendrik},
booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
year = {2009},
pages = {750-754},
doi = {10.1007/978-3-642-04174-7_56},
url = {https://mlanthology.org/ecmlpkdd/2009/vanschoren2009ecmlpkdd-communitybased/}
}