1969 search results - page 95 / 394 » Fuzzy sets in machine learning and data mining |
129
Voted
ICML
2006
IEEE
16 years 4 months ago
2006
IEEE
In machine learning problems with tens of thousands of features and only dozens or hundreds of independent training examples, dimensionality reduction is essential for good learni...
125
Voted
MLMTA
2003
15 years 5 months ago
2003
— This work shows comparatively the capacity of five Fuzzy Lattice Neurocomputing (FLN) classifiers. The mechanics of the five classifiers are illustrated geometrically on the pl...
161
Voted
JMLR
2010
14 years 10 months ago
2010
As the size and dimensionality of data sets increase, the task of feature selection has become increasingly important. In this paper we demonstrate how association rules can be us...
139
Voted
ICDM
2003
IEEE
15 years 9 months ago
2003
IEEE
A major obstacle to fully integrated deployment of many data mining algorithms is the assumption that data sits in a single table, even though most real-world databases have compl...
121
Voted
ICDM
2007
IEEE
15 years 10 months ago
2007
IEEE
We explore the problem of budgeted machine learning, in which the learning algorithm has free access to the training examples’ labels but has to pay for each attribute that is s...