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NCA
2007
IEEE
15 years 4 months ago
Handling of incomplete data sets using ICA and SOM in data mining
Based on independent component analysis (ICA) and self-organizing maps (SOM), this paper proposes an ISOM-DH model for the incomplete data’s handling in data mining. Under these ...
Hongyi Peng, Siming Zhu
136
Voted
MIE
2008
171views Healthcare» more  MIE 2008»
15 years 6 months ago
DebugIT for Patient Safety - Improving the Treatment with Antibiotics through Multimedia Data Mining of Heterogeneous Clinical D
The concepts and architecture underlying a large-scale integrating project funded within the 7th EU Framework Programme (FP7) are discussed. The main objective of the project is to...
Christian Lovis, Dirk Colaert, Veli N. Stroetmann
140
Voted
ESWA
2006
161views more  ESWA 2006»
15 years 4 months ago
Automated trend analysis of proteomics data using an intelligent data mining architecture
Proteomics is a field dedicated to the analysis and identification of proteins within an organism. Within proteomics, two-dimensional electrophoresis (2-DE) is currently unrivalle...
James Malone, Kenneth McGarry, Chris Bowerman
ANOR
2010
135views more  ANOR 2010»
15 years 4 months ago
A framework of irregularity enlightenment for data pre-processing in data mining
Abstract Irregularities are widespread in large databases and often lead to erroneous conclusions with respect to data mining and statistical analysis. For example, considerable bi...
Siu-Tong Au, Rong Duan, Siamak G. Hesar, Wei Jiang
KDD
2008
ACM
148views Data Mining» more  KDD 2008»
16 years 4 months ago
Get another label? improving data quality and data mining using multiple, noisy labelers
This paper addresses the repeated acquisition of labels for data items when the labeling is imperfect. We examine the improvement (or lack thereof) in data quality via repeated la...
Victor S. Sheng, Foster J. Provost, Panagiotis G. ...