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Source code for the paper "Interpretable models from distributed data via merging of decision trees" (Artur Andrzejak, Felix Langner, Silvestre Zabala, CIDM 2013).

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This repository contains the source code for the papers:

  • Artur Andrzejak, Felix Langner, Silvestre Zabala: Interpretable Models from Distributed Data via Merging of Decision Trees, 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2013), Singapore, April 2013. (https://ieeexplore.ieee.org/document/6597210)
  • Artur Andrzejak, Felix Langner, Silvestre Zabala, See-Kiong Ng: Learning Interpretable Models from Distributed Data (Abstract), 4th Asian Conference on Machine Learning (ACML 2012), Singapore, November 4-6, 2012.

Note: this code needs some work

As of February 2021, this code might need some refactoring and changes to work with current version of Groovy and the libraries. It is also necessary to set up the (included) experiment execution software "batchrunner" to reproduce the experiments. If someone manages to bring this code up-to-date and run it, please submit a pull request, I will update it.

How to cite

Please cite this work as follows:

@inproceedings{DBLP:conf/cidm/AndrzejakLZ13,
  author    = {Artur Andrzejak and Felix Langner and Silvestre Zabala},
  title     = {Interpretable models from distributed data via merging of decision trees},
  booktitle = {{IEEE} Symposium on Computational Intelligence and Data Mining, {CIDM} 2013, Singapore, 16-19 April, 2013},
  pages     = {1--9},
  publisher = {{IEEE}},
  year      = {2013},
  url       = {https://doi.org/10.1109/CIDM.2013.6597210},
  doi       = {10.1109/CIDM.2013.6597210},
  biburl    = {https://dblp.org/rec/conf/cidm/AndrzejakLZ13.bib},
}

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Source code for the paper "Interpretable models from distributed data via merging of decision trees" (Artur Andrzejak, Felix Langner, Silvestre Zabala, CIDM 2013).

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