27 search results - page 2 / 6 » Semi-Supervised Learning -- A Statistical Physics Approach |
NN
2006
Springer
14 years 11 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
15 years 5 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...
121
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DAGSTUHL
2009
15 years 20 days 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...
107
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NIPS
2001
15 years 29 days 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
15 years 1 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...