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» Frequent pattern mining for kernel trace data
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ADMA
2008
Springer
87views Data Mining» more  ADMA 2008»
15 years 3 months ago
Negative Generator Border for Effective Pattern Maintenance
In this paper, we study the maintenance of frequent patterns in the context of the generator representation. The generator representation is a concise and lossless representation o...
Mengling Feng, Jinyan Li, Limsoon Wong, Yap-Peng T...
PAKDD
2009
ACM
87views Data Mining» more  PAKDD 2009»
15 years 8 months ago
Application-Independent Feature Construction from Noisy Samples
When training classifiers, presence of noise can severely harm their performance. In this paper, we focus on “non-class” attribute noise and we consider how a frequent fault-t...
Dominique Gay, Nazha Selmaoui, Jean-Françoi...
ICDM
2005
IEEE
125views Data Mining» more  ICDM 2005»
15 years 7 months ago
A Thorough Experimental Study of Datasets for Frequent Itemsets
The discovery of frequent patterns is a famous problem in data mining. While plenty of algorithms have been proposed during the last decade, only a few contributions have tried to...
Frédéric Flouvat, Fabien De Marchi, ...
PKDD
2005
Springer
129views Data Mining» more  PKDD 2005»
15 years 6 months ago
Interestingness is Not a Dichotomy: Introducing Softness in Constrained Pattern Mining
Abstract. The paradigm of pattern discovery based on constraints was introduced with the aim of providing to the user a tool to drive the discovery process towards potentially inte...
Stefano Bistarelli, Francesco Bonchi
SDM
2009
SIAM
157views Data Mining» more  SDM 2009»
15 years 10 months ago
MUSK: Uniform Sampling of k Maximal Patterns.
Recent research in frequent pattern mining (FPM) has shifted from obtaining the complete set of frequent patterns to generating only a representative (summary) subset of frequent ...
Mohammad Al Hasan, Mohammed Javeed Zaki