51 citations · 60 across the 6 of their papers we have counts for
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cs.AI2017★ 5 cited
Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining
Wilhelmiina Hämäläinen, Geoffrey I. Webb
We present theoretical analysis and a suite of tests and procedures for addressing a broad class of redundant and misleading association rules we call \emph{specious rules}. Specio…
stat.ME2017★ 51 cited
A Tutorial on Statistically Sound Pattern Discovery
Wilhelmiina Hämäläinen, Geoffrey I. Webb
Statistically sound pattern discovery harnesses the rigour of statistical hypothesis testing to overcome many of the issues that have hampered standard data mining approaches to pa…