736 search results - page 54 / 148 » Generalization Error Estimation for Non-linear Learning Meth... |
108
click to vote
IJCNN
2006
IEEE
15 years 8 months ago
2006
IEEE
— We propose a method that takes observations of a random vector as input, and learns to segment each observation into two disjoint parts. We show how to use the internal coheren...
102
click to vote
NIPS
2004
15 years 3 months ago
2004
We claim and present arguments to the effect that a large class of manifold learning algorithms that are essentially local and can be framed as kernel learning algorithms will suf...
123
Voted
ICA
2007
Springer
15 years 6 months ago
2007
Springer
Non-negative spectrogram factorization has been proposed for single-channel source separation tasks. These methods operate on the magnitude or power spectrogram of the input mixtur...
126
click to vote
ICCV
2011
IEEE
14 years 2 months ago
2011
IEEE
In the real visual world, the number of categories a classifier needs to discriminate is on the order of hundreds or thousands. For example, the SUN dataset [24] contains 899 sce...
135
click to vote
SMC
2007
IEEE
15 years 8 months ago
2007
IEEE
— We consider learning in a transductive setting using instance-based learning (k-NN) and present a method for constructing a data-dependent distance “metric” using both labe...