8 search results - page 1 / 2 » Deterministic Annealing for Semi-Supervised Structured Outpu... |
132
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JMLR
2012
13 years 2 months ago
2012
In this paper we propose a new approach for semi-supervised structured output learning. Our approach uses relaxed labeling on unlabeled data to deal with the combinatorial nature ...
107
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EMNLP
2007
15 years 1 months ago
2007
This paper proposes a framework for semi-supervised structured output learning (SOL), specifically for sequence labeling, based on a hybrid generative and discriminative approach...
104
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ICML
2010
IEEE
15 years 18 days ago
2010
IEEE
We develop a semi-supervised learning method that constrains the posterior distribution of latent variables under a generative model to satisfy a rich set of feature expectation c...
114
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ICDM
2009
IEEE
15 years 6 months ago
2009
IEEE
—Typical information extraction (IE) systems can be seen as tasks assigning labels to words in a natural language sequence. The performance is restricted by the availability of l...
98
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AAAI
1992
15 years 21 days ago
1992
It is often useful for a robot to construct a spatial representation of its environment from experiments and observations, in other words, to learn a map of its environment by exp...