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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Structure Discovery in Natural Language
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Structure Discovery in Natural Language
Chris Biemann (Gebundene Ausgabe, Englisch)
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Beschreibung
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. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
01.01.2011
Sprache
Englisch
EAN
9783642259227
Herausgeber
Springer Berlin
Serien- oder Bandtitel
Theory and Applications of Natural Language Processing
Sonderedition
Nein
Autor
Chris Biemann
Seitenanzahl
180
Auflage
1
Einbandart
Gebundene Ausgabe
Schlagwörter
68T50, 91F20, 05C82, 62H30,68T05, Applied Computer Science, Computational Linguistics, Natural language processing, Small world graphs, complex networks
Thema-Inhalt
UYQ - Künstliche Intelligenz
CFX - Computerlinguistik und Korpuslinguistik
PBV - Kombinatorik und Graphentheorie
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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