This repository contains constrained randomization (CORAND) library that has been described in:
Kai Puolamäki, Emilia Oikarinen, Andreas Henelius, 2021. Guided Visual Exploration of Relations in Data Sets. Journal of Machine Learning Research, 22(96):1−32. http://jmlr.org/papers/v22/19-364.html
Other related manuscripts by us:
Kai Puolamäki, Emilia Oikarinen, Buse Gul Atli, Andreas Henelius, 2018. Human-guided data exploration using randomisation. arXiv:1805.07725 [stat.ML]
Andreas Henelius, Emilia Oikarinen, Kai Puolamäki, 2018. Tiler: Software for Human-Guided Data Exploration. In Proc ECML PKDD 2018. https://doi.org/10.1007/978-3-030-10997-4_49
When citing this library please cite the above mentioned articles - or at least the top one - and:
Kai Puolamäki, 2019. CORAND library. https://github.com/edahelsinki/corand
The library is located in src/R.
The code to run the experiments in Puolamäki et al. (2019) is located in examples/manuscript.
This repository additionally contains an example web interface for the library, located at examples/webdemo.
The software has been released under the MIT Licence.