A novel rule infusion technique for generating simulated binary data to validate data mining methods

@article{Siadat2012ANR,
  title={A novel rule infusion technique for generating simulated binary data to validate data mining methods},
  author={Mohammad-Reza Siadat and Douglas Craig and Gregory F. Hickman and Theophilus Ogunyemi and Ananias Diokno},
  journal={2012 5th International Conference on BioMedical Engineering and Informatics},
  year={2012},
  pages={945-948}
}
Mathematical analysis of existing data mining methods is not straightforward and in many cases it is not possible. Therefore, simulated data plays a central role in validation of data mining results in a given situation, i.e., noise, missing value and multicollinearity levels. This paper proposes a longitudinal binary data simulation focusing on… CONTINUE READING