1216 search results - page 58 / 244 » Predicting relative performance of classifiers from samples |
118
Voted
ECCV
2004
Springer
16 years 2 months ago
2004
Springer
We present an algorithm for color classification with explicit illuminant estimation and compensation. A Gaussian classifier is trained with color samples from just one training im...
74
Voted
CARS
2004
15 years 2 months ago
2004
An automatic computer-aided detection system is developed for detecting pulmonary nodules from high resolution CT data. The system is based on the concept of machine learning. A ro...
ECML
2001
Springer
15 years 5 months ago
2001
Springer
Labeled data for classification could often be obtained by sampling that restricts or favors choice of certain classes. A classifier trained using such data will be biased, resulti...
94
Voted
ICML
2006
IEEE
16 years 1 months ago
2006
IEEE
When given a small sample, we show that classification with SVM can be considerably enhanced by using a kernel function learned from the training data prior to discrimination. Thi...
116
Voted
JMLR
2010
14 years 7 months ago
2010
Recent evaluations have indicated that in practice, general methods for prediction which do not account for changes in the conditional distribution of a target variable given feat...