000 03051nam a22005175i 4500
001 978-3-031-02143-5
003 DE-He213
005 20240730163822.0
007 cr nn 008mamaa
008 220601s2011 sz | s |||| 0|eng d
020 _a9783031021435
_9978-3-031-02143-5
024 7 _a10.1007/978-3-031-02143-5
_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 _aSmith, Noah A.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980649
245 1 0 _aLinguistic Structure Prediction
_h[electronic resource] /
_cby Noah A. Smith.
250 _a1st ed. 2011.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2011.
300 _aXX, 248 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 _aRepresentations and Linguistic Data -- Decoding: Making Predictions -- Learning Structure from Annotated Data -- Learning Structure from Incomplete Data -- Beyond Decoding: Inference.
520 _aA major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational approaches to modeling linguistic structure. We seek to unify across many approaches and many kinds of linguistic structures. Assuming a basic understanding of natural language processing and/or machine learning, we seek to bridge the gap between the two fields. Approaches to decoding (i.e., carrying out linguistic structure prediction) and supervised and unsupervised learning of models that predict discrete structures as outputs are the focus. We also survey natural language processing problems to which these methods are being applied, and we address related topics in probabilistic inference, optimization, and experimental methodology. Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference.
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
710 2 _aSpringerLink (Online service)
_980650
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031010156
776 0 8 _iPrinted edition:
_z9783031032714
830 0 _aSynthesis Lectures on Human Language Technologies,
_x1947-4059
_980651
856 4 0 _uhttps://doi.org/10.1007/978-3-031-02143-5
912 _aZDB-2-SXSC
942 _cEBK
999 _c85004
_d85004