Memory-based language processing:
Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those exam...
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| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cambridge
Cambridge University Press
2005
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| Series: | Studies in natural language processing
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| Subjects: | |
| Online Access: | BSB01 FHN01 UBG01 Volltext |
| Summary: | Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book will be invaluable for computational linguists, psycholinguists and language engineers |
| Item Description: | Title from publisher's bibliographic system (viewed on 05 Oct 2015) |
| Physical Description: | 1 online resource (vii, 189 pages) |
| ISBN: | 9780511486579 |
| DOI: | 10.1017/CBO9780511486579 |
Staff View
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Record in the Search Index
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| any_adam_object | |
| author | Daelemans, Walter 1960- |
| author_GND | (DE-588)142096660 (DE-588)13902302X |
| author_facet | Daelemans, Walter 1960- |
| author_role | aut |
| author_sort | Daelemans, Walter 1960- |
| author_variant | w d wd |
| building | Verbundindex |
| bvnumber | BV043920887 |
| classification_rvk | ES 200 ES 900 ST 300 |
| collection | ZDB-20-CBO |
| contents | Memory-based learning in natural language processing Inspirations from linguistics and artificial intelligence Memory and similarity Application to morpho-phonology Application to shallow parsing Abstraction and generalization Extensions |
| ctrlnum | (ZDB-20-CBO)CR9780511486579 (OCoLC)967405807 (DE-599)BVBBV043920887 |
| dewey-full | 006.35 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.35 |
| dewey-search | 006.35 |
| dewey-sort | 16.35 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Sprachwissenschaft Literaturwissenschaft |
| doi_str_mv | 10.1017/CBO9780511486579 |
| format | Electronic eBook |
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| id | DE-604.BV043920887 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:38:36Z |
| institution | BVB |
| isbn | 9780511486579 |
| language | English |
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| physical | 1 online resource (vii, 189 pages) |
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| publishDate | 2005 |
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| spelling | Daelemans, Walter 1960- Verfasser (DE-588)142096660 aut Memory-based language processing Walter Daelemans, Antal van den Bosch Cambridge Cambridge University Press 2005 1 online resource (vii, 189 pages) txt rdacontent c rdamedia cr rdacarrier Studies in natural language processing Title from publisher's bibliographic system (viewed on 05 Oct 2015) 1 Memory-based learning in natural language processing 2 Inspirations from linguistics and artificial intelligence 3 Memory and similarity 4 Application to morpho-phonology 5 Application to shallow parsing 6 Abstraction and generalization 7 Extensions Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book will be invaluable for computational linguists, psycholinguists and language engineers Computational linguistics Natural language processing (Computer science) Learning, Psychology of Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 s Natürliche Sprache (DE-588)4041354-8 s Maschinelles Lernen (DE-588)4193754-5 s 1\p DE-604 Computerlinguistik (DE-588)4035843-4 s 2\p DE-604 Bosch, Antal van den 1969- Sonstige (DE-588)13902302X oth Erscheint auch als Druckausgabe 978-0-521-11445-5 Erscheint auch als Druckausgabe 978-0-521-80890-3 https://doi.org/10.1017/CBO9780511486579 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Daelemans, Walter 1960- Memory-based language processing Memory-based learning in natural language processing Inspirations from linguistics and artificial intelligence Memory and similarity Application to morpho-phonology Application to shallow parsing Abstraction and generalization Extensions Computational linguistics Natural language processing (Computer science) Learning, Psychology of Natürliche Sprache (DE-588)4041354-8 gnd Computerlinguistik (DE-588)4035843-4 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| subject_GND | (DE-588)4041354-8 (DE-588)4035843-4 (DE-588)4116579-2 (DE-588)4193754-5 |
| title | Memory-based language processing |
| title_alt | Memory-based learning in natural language processing Inspirations from linguistics and artificial intelligence Memory and similarity Application to morpho-phonology Application to shallow parsing Abstraction and generalization Extensions |
| title_auth | Memory-based language processing |
| title_exact_search | Memory-based language processing |
| title_full | Memory-based language processing Walter Daelemans, Antal van den Bosch |
| title_fullStr | Memory-based language processing Walter Daelemans, Antal van den Bosch |
| title_full_unstemmed | Memory-based language processing Walter Daelemans, Antal van den Bosch |
| title_short | Memory-based language processing |
| title_sort | memory based language processing |
| topic | Computational linguistics Natural language processing (Computer science) Learning, Psychology of Natürliche Sprache (DE-588)4041354-8 gnd Computerlinguistik (DE-588)4035843-4 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| topic_facet | Computational linguistics Natural language processing (Computer science) Learning, Psychology of Natürliche Sprache Computerlinguistik Sprachverarbeitung Maschinelles Lernen |
| url | https://doi.org/10.1017/CBO9780511486579 |
| work_keys_str_mv | AT daelemanswalter memorybasedlanguageprocessing AT boschantalvanden memorybasedlanguageprocessing |