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001 978-3-031-02162-6
003 DE-He213
005 20240730163825.0
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008 220601s2016 sz | s |||| 0|eng d
020 _a9783031021626
_9978-3-031-02162-6
024 7 _a10.1007/978-3-031-02162-6
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
072 7 _aUYQ
_2bicssc
072 7 _aCOM004000
_2bisacsh
072 7 _aUYQ
_2thema
082 0 4 _a006.3
_223
100 1 _aGurevych, Iryna.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980670
245 1 0 _aLinked Lexical Knowledge Bases
_h[electronic resource] :
_bFoundations and Applications /
_cby Iryna Gurevych, Judith Eckle-Kohler, Michael Matuschek.
250 _a1st ed. 2016.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2016.
300 _aXXI, 124 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Human Language Technologies,
_x1947-4059
505 0 _aForeword -- Preface -- Acknowledgments -- Lexical Knowledge Bases -- Linked Lexical Knowledge Bases -- Linking Algorithms -- Fundamental Disambiguation Methods -- Advanced Disambiguation Methods -- Multilingual Applications -- Interfaces and Tools -- Conclusion and Outlook -- Acronyms -- Bibliography -- Authors' Biographies .
520 _aThis book conveys the fundamentals of Linked Lexical Knowledge Bases (LLKB) and sheds light on their different aspects from various perspectives, focusing on their construction and use in natural language processing (NLP). It characterizes a wide range of both expert-based and collaboratively constructed lexical knowledge bases. Only basic familiarity with NLP is required and this book has been written for both students and researchers in NLP and related fields who are interested in knowledge-based approaches to language analysis and their applications. Lexical Knowledge Bases (LKBs) are indispensable in many areas of natural language processing, as they encode human knowledge of language in machine readable form, and as such, they are required as a reference when machines attempt to interpret natural language in accordance with human perception. In recent years, numerous research efforts have led to the insight that to make the best use of available knowledge, the orchestrated exploitation of different LKBs is necessary. This allows us to not only extend the range of covered words and senses, but also gives us the opportunity to obtain a richer knowledge representation when a particular meaning of a word is covered in more than one resource. Examples where such an orchestrated usage of LKBs proved beneficial include word sense disambiguation, semantic role labeling, semantic parsing, and text classification. This book presents different kinds of automatic, manual, and collaborative linkings between LKBs. A special chapter is devoted to the linking algorithms employing text-based, graph-based, and joint modeling methods. Following this, it presents a set of higher-level NLP tasks and algorithms, effectively utilizing the knowledge in LLKBs. Among them, you will find advanced methods, e.g., distant supervision, or continuous vector space models of knowledge bases (KB), that have become widely used at the time of this book's writing. Finally, multilingual applications of LLKB's, such as cross-lingual semantic relatedness and computer-aided translation are discussed, as well as tools and interfaces for exploring LLKBs, followed by conclusions and future research directions.
650 0 _aArtificial intelligence.
_93407
650 0 _aNatural language processing (Computer science).
_94741
650 0 _aComputational linguistics.
_96146
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aNatural Language Processing (NLP).
_931587
650 2 4 _aComputational Linguistics.
_96146
700 1 _aEckle-Kohler, Judith.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980671
700 1 _aMatuschek, Michael.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980672
710 2 _aSpringerLink (Online service)
_980673
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031010347
776 0 8 _iPrinted edition:
_z9783031032905
830 0 _aSynthesis Lectures on Human Language Technologies,
_x1947-4059
_980674
856 4 0 _uhttps://doi.org/10.1007/978-3-031-02162-6
912 _aZDB-2-SXSC
942 _cEBK
999 _c85010
_d85010