27 search results - page 2 / 6 » Semi-Supervised Learning -- A Statistical Physics Approach |
NN
2006
Springer
13 years 5 months ago
2006
Springer
Learning vector quantization (LVQ) constitutes a powerful and intuitive method for adaptive nearest prototype classification. However, original LVQ has been introduced based on he...
ICDAR
2005
IEEE
13 years 11 months ago
2005
IEEE
In the field of computer analysis of document images, the problems of physical and logical layout analysis have been approached through a variety of heuristic, rule-based, and gr...
DAGSTUHL
2009
13 years 6 months ago
2009
We introduce and discuss the application of statistical physics concepts in the context of on-line machine learning processes. The consideration of typical properties of very large...
NIPS
2001
13 years 6 months ago
2001
We combine the replica approach from statistical physics with a variational approach to analyze learning curves analytically. We apply the method to Gaussian process regression. A...
AAAI
2007
13 years 7 months ago
2007
Artificial intelligence has begun to play a critical role in basic science research. In high energy physics, AI methods can aid precision measurements that elucidate the underlyi...