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NCA
2007
IEEE
15 years 6 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
SMALLTALK
2007
Springer
16 years 21 days ago
Object flow analysis: taking an object-centric view on dynamic analysis
To extract abstract views of the behavior of an object-oriented system for reverse engineering, a body of research exists that analyzes a system’s runtime execution. Those approa...
Adrian Lienhard, Stéphane Ducasse, Tudor G&...
IDA
1998
Springer
15 years 6 months ago
Fast Dimensionality Reduction and Simple PCA
A fast and simple algorithm for approximately calculating the principal components (PCs) of a data set and so reducing its dimensionality is described. This Simple Principal Compo...
Matthew Partridge, Rafael A. Calvo
ICCV
1999
IEEE
15 years 11 months ago
Principal Manifolds and Bayesian Subspaces for Visual Recognition
We investigate the use of linear and nonlinear principal manifolds for learning low-dimensional representations for visual recognition. Three techniques: Principal Component Analy...
Baback Moghaddam
ACL
2004
15 years 8 months ago
A Kernel PCA Method for Superior Word Sense Disambiguation
We introduce a new method for disambiguating word senses that exploits a nonlinear Kernel Principal Component Analysis (KPCA) technique to achieve accuracy superior to the best pu...
Dekai Wu, Weifeng Su, Marine Carpuat