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Study of limitations of particular algorithms

Knowing the interest measures of particular algorithms will allow us to protect against them, either by ensuring that the data we publish does not have ``interesting'' rules, or by providing data that gives ``false'' rules that hide the real ones. A standard specification of these rules would allow us to develop standard techniques for preventing mining.

Publishing details of algorithms, particularly how interest levels are determined and low-interest items are pruned, will enable countermeasures to those algorithms. We hope we will be able to find commonalities among algorithms, enabling us to develop strategies to defeat a wide variety of data mining tools.



Christopher W Clifton
Fri Aug 23 13:26:29 EDT 1996