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PKDD
2004
Springer
102views Data Mining» more  PKDD 2004»
13 years 10 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»
13 years 10 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»
13 years 10 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»
13 years 10 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»
13 years 10 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