An Algorithm for Protecting Knowledge Discovery Data

@article{Brumen2003AnAF,
  title={An Algorithm for Protecting Knowledge Discovery Data},
  author={Bostjan Brumen and Izidor Golob and Tatjana Welzer and Ivan Rozman and Marjan Druzovec and Hannu Jaakkola},
  journal={Informatica, Lith. Acad. Sci.},
  year={2003},
  volume={14},
  pages={277-288}
}
In the paper, we present an algorithm that can be applied to protect data before a data mining process takes place. The data mining, a part of the knowledge discovery process, is mainly about building models from data. We address the following question: can we protect the data and still allow the data modelling process to take place? We consider the case where the distributions of original data values are preserved while the values themselves change, so that the resulting model is equivalent to… CONTINUE READING
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On the design and quantification of privacy preserving data mining algorithms

  • D llas, D. Texas. Agrawal, Ch.C
  • Aggrawal
  • 2001

The results were published at several international conferences and in journals

  • He cooperates with researchers at Tampere University since
  • I. Golob is a doctoral candidate at the Faculty…
  • 1999

Security and privacy implications of data mining

  • 205–210. Clifton, Ch, D. Marks
  • Proceedings of the 1996 ACM SIGMOD Workshop on…
  • 1996

Statistical disclosure control in practice

  • DC Washington, Hanley, Belfus Inc. Willenborg, L.C.R.J, T. De Waal
  • 1996

The data gold rush

  • P. Helman
  • 1995

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