957 search results - page 13 / 192 » Conditional Density Estimation with Class Probability Estima... |
124
Voted
NECO
1998
15 years 2 months ago
1998
In the statistical approach for self-organizing maps (SOMs), learning is regarded as an estimation algorithm for a Gaussian mixture model with a Gaussian smoothing prior on the ce...
110
Voted
ECML
2001
Springer
15 years 7 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...
156
Voted
ML
2012
ACM
13 years 10 months ago
2012
ACM
The ratio of two probability densities can be used for solving various machine learning tasks such as covariate shift adaptation (importance sampling), outlier detection (likeliho...
92
Voted
ESANN
2001
15 years 4 months ago
2001
Networks estimating probability density are usually based on radial basis function of the same type. Feature Space Mapping constructive network based on separable functions, optimi...
108
Voted
ICIP
2000
IEEE
16 years 4 months ago
2000
IEEE
We formulate a model for probability distributions on image spaces. We show that any distribution of images can be factored exactly into conditional distributions of feature vecto...