193
Voted
ICML
16 years 3 months ago
2003 IEEE 
An approach to semi-supervised learning is proposed that is based on a Gaussian random field model. Labeled and unlabeled data are represented as vertices in a weighted graph, wit...
126
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ALS
15 years 7 months ago
2003 Springer 
Despite recent successes in control theoretical programs for limb control, behavior-based cognitive approaches for control are somewhat lacking behind. Insights in psychology and ...
110
Voted
ICML
16 years 3 months ago
2003 IEEE 
We address the problem of learning distance metrics using side-information in the form of groups of "similar" points. We propose to use the RCA algorithm, which is a sim...
122
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ALS
15 years 7 months ago
2003 Springer 
This is foremost a methodological contribution. It focuses on the foundation of anticipation and the pertinent implications that anticipation has on learning (theory and experiment...
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Machine Learning