Combining human analysis and machine data mining to obtain credible data relations

@article{Vidulin2014CombiningHA,
  title={Combining human analysis and machine data mining to obtain credible data relations},
  author={Vedrana Vidulin and Marko Bohanec and Matjaz Gams},
  journal={Inf. Sci.},
  year={2014},
  volume={288},
  pages={254-278}
}
Can a model constructed using data mining (DM) programs be trusted? It is known that a decision-tree model can contain relations that are statistically significant, but, in reality, meaningless to a human. When the task is domain analysis, meaningless relations are problematic, since they can lead to wrong conclusions and can consequently undermine a human’s trust in DM programs. To eliminate problematic relations from the conclusions of analysis, we propose an interactive method called Human… CONTINUE READING

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