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» Mining roles with noisy data
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PAKDD
2009
ACM
87views Data Mining» more  PAKDD 2009»
13 years 11 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...
KDD
2003
ACM
161views Data Mining» more  KDD 2003»
14 years 5 months ago
Eliminating noisy information in Web pages for data mining
A commercial Web page typically contains many information blocks. Apart from the main content blocks, it usually has such blocks as navigation panels, copyright and privacy notice...
Lan Yi, Bing Liu, Xiaoli Li
SDM
2007
SIAM
169views Data Mining» more  SDM 2007»
13 years 6 months ago
Rank Aggregation for Similar Items
The problem of combining the ranked preferences of many experts is an old and surprisingly deep problem that has gained renewed importance in many machine learning, data mining, a...
D. Sculley
GECCO
2004
Springer
127views Optimization» more  GECCO 2004»
13 years 10 months ago
Improved Niching and Encoding Strategies for Clustering Noisy Data Sets
Clustering is crucial to many applications in pattern recognition, data mining, and machine learning. Evolutionary techniques have been used with success in clustering, but most su...
Olfa Nasraoui, Elizabeth Leon
KDD
2009
ACM
160views Data Mining» more  KDD 2009»
13 years 11 months ago
Surveying the complementary role of automatic data analysis and visualization in knowledge discovery
The aim of this work is to survey and reflect on the various ways to integrate visualization and data mining techniques toward a mixed-initiative knowledge discovery taking the be...
Enrico Bertini, Denis Lalanne