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Mining Structures of Factual Knowledge from Text: An Effort-Light Approach (Synthesis Lectures on Data Mining and Knowledge Discovery) - Softcover
- PublisherSpringer
- Publication date2018
- ISBN 10 3031007840
- ISBN 13 9783031007842
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages200
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Mining Structures of Factual Knowledge from Text : An Effort-light Approach
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Mining Structures of Factual Knowledge from Text : An Effort-light Approach
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Mining Structures of Factual Knowledge from Text : An Effort-Light Approach
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Mining Structures of Factual Knowledge from Text
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Springer International Publishing Jun 2018, 2018
ISBN 10: 3031007840
ISBN 13: 9783031007842
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding. This effort-light mining approach leads to a series of new principles and powerful methodologies for structuring text corpora, including (1) entity recognition, typing and synonym discovery, (2) entity relation extraction, and (3) open-domain attribute-value mining and information extraction. This book introduces this new research frontier and points out some promising research directions. 200 pp. Englisch. Seller Inventory # 9783031007842
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Mining Structures of Factual Knowledge from Text: An Effort-Light Approach (Synthesis Lectures on Data Mining and Knowledge Discovery)
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Mining Structures of Factual Knowledge from Text : An Effort-light Approach
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Mining Structures of Factual Knowledge from Text : An Effort-Light Approach
Published by
Springer International Publishing, 2018
ISBN 10: 3031007840
ISBN 13: 9783031007842
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding. This effort-light mining approach leads to a series of new principles and powerful methodologies for structuring text corpora, including (1) entity recognition, typing and synonym discovery, (2) entity relation extraction, and (3) open-domain attribute-valuemining and information extraction. This book introduces this new research frontier and points out some promising research directions. Seller Inventory # 9783031007842
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Mining Structures of Factual Knowledge from Text
ISBN 10: 3031007840
ISBN 13: 9783031007842
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investiga. Seller Inventory # 608129170
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