The Resource Structure Discovery in Natural Language, by Chris Biemann, (electronic resource)

Structure Discovery in Natural Language, by Chris Biemann, (electronic resource)

Label
Structure Discovery in Natural Language
Title
Structure Discovery in Natural Language
Statement of responsibility
by Chris Biemann
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
Current language technology is dominated by approaches that either enumerate a large set of rules, or are focused on a large amount of manually labelled data. The creation of both is time-consuming and expensive, which is commonly thought to be the reason why automated natural language understanding has still not made its way into “real-life” applications yet. This book sets an ambitious goal: to shift the development of language processing systems to a much more automated setting than previous works. A new approach is defined: what if computers analysed large samples of language data on their own, identifying structural regularities that perform the necessary abstractions and generalisations in order to better understand language in the process? After defining the framework of Structure Discovery and shedding light on the nature and the graphic structure of natural language data, several procedures are described that do exactly this: let the computer discover structures without supervision in order to boost the performance of language technology applications. Here, multilingual documents are sorted by language, word classes are identified, and semantic ambiguities are discovered and resolved without using a dictionary or other explicit human input. The book concludes with an outlook on the possibilities implied by this paradigm and sets the methods in perspective to human computer interaction. The target audience are academics on all levels (undergraduate and graduate students, lecturers and professors) working in the fields of natural language processing and computational linguistics, as well as natural language engineers who are seeking to improve their systems.
Member of
http://library.link/vocab/creatorName
Biemann, Chris
Dewey number
  • 006.3/5
  • 006.35
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
rbUMBrkesSc
Language note
English
LC call number
Q334-342
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Theory and Applications of Natural Language Processing,
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Computational linguistics
  • Artificial Intelligence
  • Computational Linguistics
  • Graph Theory
Label
Structure Discovery in Natural Language, by Chris Biemann, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Foreword by Antal van den Bosch -- 1.Introduction -- 2.Graph Models -- 3.SmallWorlds of Natural Language -- 4.Graph Clustering -- 5.Unsupervised Language Separation -- 6.Unsupervised Part-of-Speech Tagging -- 7.Word Sense Induction and Disambiguation -- 8.Conclusion -- References
Dimensions
unknown
Edition
1st ed. 2012.
Extent
1 online resource (193 p.)
Form of item
online
Isbn
9786613452542
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-25923-4
Specific material designation
remote
System control number
  • (CKB)2550000000075307
  • (EBL)885466
  • (OCoLC)769651822
  • (SSID)ssj0000595739
  • (PQKBManifestationID)11367460
  • (PQKBTitleCode)TC0000595739
  • (PQKBWorkID)10556483
  • (PQKB)11701481
  • (DE-He213)978-3-642-25923-4
  • (MiAaPQ)EBC885466
  • (EXLCZ)992550000000075307
Label
Structure Discovery in Natural Language, by Chris Biemann, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Foreword by Antal van den Bosch -- 1.Introduction -- 2.Graph Models -- 3.SmallWorlds of Natural Language -- 4.Graph Clustering -- 5.Unsupervised Language Separation -- 6.Unsupervised Part-of-Speech Tagging -- 7.Word Sense Induction and Disambiguation -- 8.Conclusion -- References
Dimensions
unknown
Edition
1st ed. 2012.
Extent
1 online resource (193 p.)
Form of item
online
Isbn
9786613452542
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-25923-4
Specific material designation
remote
System control number
  • (CKB)2550000000075307
  • (EBL)885466
  • (OCoLC)769651822
  • (SSID)ssj0000595739
  • (PQKBManifestationID)11367460
  • (PQKBTitleCode)TC0000595739
  • (PQKBWorkID)10556483
  • (PQKB)11701481
  • (DE-He213)978-3-642-25923-4
  • (MiAaPQ)EBC885466
  • (EXLCZ)992550000000075307

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