72 search results - page 5 / 15 » A competitive and cooperative learning approach to robust da... |
ICML
2009
IEEE
15 years 11 months ago
2009
IEEE
Conventional clustering methods typically assume that each data item belongs to a single cluster. This assumption does not hold in general. In order to overcome this limitation, w...
96
Voted
NECO
2010
14 years 8 months ago
2010
Neurons in the input layer of primary visual cortex in primates develop edge-like receptive fields. One approach to understanding the emergence of this response is to state that ...
65
Voted
ILP
2003
Springer
15 years 3 months ago
2003
Springer
Propositionalization has already been shown to be a particularly promising approach for robustly and effectively handling relational data sets for knowledge discovery. In this pap...
74
Voted
KDD
2005
ACM
15 years 3 months ago
2005
ACM
Data clustering represents an important tool in exploratory data analysis. The lack of objective criteria render model selection as well as the identification of robust solutions...
82
Voted
CVPR
2007
IEEE
16 years 7 days ago
2007
IEEE
In this paper we propose and evaluate an algorithm that learns a similarity measure for comparing never seen objects. The measure is learned from pairs of training images labeled ...