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PKDD
2004
Springer
102views Data Mining» more  PKDD 2004»
14 years 3 months ago
Improving the Performance of the RISE Algorithm
Ideally, a multi-strategy learning algorithm performs better than its component approaches. RISE is a multi-strategy algorithm that combines rule induction and instance-based learn...
Aloísio Carlos de Pina, Gerson Zaverucha
PKDD
2004
Springer
168views Data Mining» more  PKDD 2004»
14 years 3 months ago
Combining Winnow and Orthogonal Sparse Bigrams for Incremental Spam Filtering
Spam filtering is a text categorization task that has attracted significant attention due to the increasingly huge amounts of junk email on the Internet. While current best-pract...
Christian Siefkes, Fidelis Assis, Shalendra Chhabr...
PKDD
2004
Springer
113views Data Mining» more  PKDD 2004»
14 years 3 months ago
Discovery of Regulatory Connections in Microarray Data
Abstract. In this paper, we introduce a new approach for mining regulatory interactions between genes in microarray time series studies. A number of preprocessing steps transform t...
Michael Egmont-Petersen, Wim de Jonge, Arno Siebes
PKDD
2004
Springer
155views Data Mining» more  PKDD 2004»
14 years 3 months ago
Ensemble Feature Ranking
A crucial issue for Machine Learning and Data Mining is Feature Selection, selecting the relevant features in order to focus the learning search. A relaxed setting for Feature Sele...
Kees Jong, Jérémie Mary, Antoine Cor...
PKDD
2004
Springer
91views Data Mining» more  PKDD 2004»
14 years 3 months ago
Summarization of Dynamic Content in Web Collections
This paper describes a new research proposal of multi-document summarization of dynamic content in web pages. Much information is lost in the Web due to the temporal character of w...
Adam Jatowt, Mitsuru Ishizuka