Semi-Supervised Learning and Domain Adaptation in Natural Language Processing |
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| Author:
| Søgaard, Anders |
| Series title: | Synthesis Lectures on Human Language Technologies Ser. |
| ISBN: | 978-1-60845-985-8 |
| Publication Date: | May 2013 |
| Publisher: | Morgan & Claypool Publishers
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| Book Format: | Paperback |
| List Price: | USD $30.00USD $30.00 |
Book Description:
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Introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these algorithms can often be improved by exploiting the marginal distribution of large amounts of unlabelled data. The book introduces extensions of supervised learning algorithms to cope with data sparsity and different kinds of sampling bias.
Introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these algorithms can often be improved by exploiting the marginal distribution of large amounts of unlabelled data. The book introduces extensions of supervised learning algorithms to cope with data sparsity and different kinds of sampling bias.