801 search results - page 15 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
94
Voted
ALT
2002
Springer
15 years 8 months ago
2002
Springer
The general dimension is a combinatorial measure that characterizes the number of queries needed to learn a concept class. We use this notion to show that any p-evaluatable concep...
83
Voted
ICML
1997
IEEE
16 years 14 days ago
1997
IEEE
Abstract: We investigate the structure of model selection problems via the bias/variance decomposition. In particular, we characterize the essential structure of a model selection ...
CBMS
2006
IEEE
15 years 5 months ago
2006
IEEE
Inductive learning systems have been successfully applied in a number of medical domains. It is generally accepted that the highest accuracy results that an inductive learning sys...
109
Voted
CVPR
2004
IEEE
16 years 1 months ago
2004
IEEE
We consider the problem of the binary classification on imbalanced data, in which nearly all the instances are labelled as one class, while far fewer instances are labelled as the...
82
Voted
ML
2006
ACM
14 years 11 months ago
2006
ACM
This paper presents a representation for melodic segment classes and applies it to music data mining. Melody is modeled as a sequence of segments, each segment being a sequenceofno...