Automatic language identification in texts:
"This book provides readers with a brief account of the history of Language Identification (LI) research and a survey of the features and methods most used in LI literature. LI is the problem of determining the language in which a document is written and is a crucial part of many text processin...
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham, Switzerland
Springer Nature Switzerland
[2024]
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| Series: | Synthesis lectures on human language technologies
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| Subjects: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=035240833&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Summary: | "This book provides readers with a brief account of the history of Language Identification (LI) research and a survey of the features and methods most used in LI literature. LI is the problem of determining the language in which a document is written and is a crucial part of many text processing pipelines. The authors use a unified notation to clarify the relationships between common LI methods. The book introduces LI performance evaluation methods and takes a detailed look at LI-related shared tasks. The authors identify open issues and discuss the applications of LI and related tasks and proposes future directions for research in LI." -- |
| Physical Description: | xiv, 148 Seiten Illustrationen, Diagramme 25 cm |
Staff View
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Contents 1 Introduction to Language Identification . 1.1 A Brief History of Language Identification (LI) . 1.2 What is LI Used For?. 1.3 What are the Main Challenges that Make LI Difficult? . References . 2 3 Features and Methods . 1 4 7 9 11 19 19 2.1 On Notation . 2.2 What Textual Features Are Used for LI and How Are They Collected and Calculated? . 20 2.2.1 Feature Smoothing . 2.3 What Classification Methods Are Used for LI and How Do They Work? . 30 2.3.1 Decision Rules, Trees and Random Forests. 2.3.2 Simple Scoring . 2.3.3 Sum or Average of Values . 2.3.4 Product of Values
. 2.3.5 Similarity Measures . 2.3.6 Logistic Regression . 2.3.7 Support Vector Machines . 2.3.8 Neural Networks. 2.3.9 Ensemble Methods . 2.4 Machine Learning Toolkits and Libraries . References . 31 32 33 36 39 42 42 43 45 47 49 Evaluation and Measurement . 65 How is LI Performance Evaluated? What Are the Measures and How Are They Calculated? . 3.2 What Material Can Be Used in Training and Evaluating Language Identifiers? . 28 3.1 65 70 xi
xii Contents 3.3 LI Shared Tasks. References . 73 86 4 Specific Challenges of Variation and Text Types . 4.1 Language Similarity . 4.1.1 LI for Similar Languages, Varieties, and Dialects . 4.2 Low-Resource Languages . 4.3 Orthography and Its Variations . 4.4 Short Texts . References . 99 99 100 106 107 108 109 5 Large Scale, Multi-domain Language Identification . 5.1 Number of Languages . 5.2 Unseen Languages . 5.3 Multilingual Texts . 5.4 Domain Compatibility . References
. 117 117 119 121 125 126 6 Applications and Related Tasks. 6.1 Applications . 6.1.1 Monolingual NLP Components . 6.1.2 Machine Translation . 6.1.3 Multilingual Document Storageand Retrieval . 6.2 Related Tasks . 6.2.1 Native Language Identification . 6.2.2 Author Profiling and Identification . References . 137 137 137 138 138 139 139 140 142 7 Conclusion and Future Directions. 147 |
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| author | Jauhiainen, Tommi ca. 20./21. Jh |
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| illustrated | Illustrated |
| indexdate | 2025-01-28T19:08:54Z |
| institution | BVB |
| language | English |
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| owner_facet | DE-739 |
| physical | xiv, 148 Seiten Illustrationen, Diagramme 25 cm |
| publishDate | 2024 |
| publishDateSearch | 2024 |
| publishDateSort | 2024 |
| publisher | Springer Nature Switzerland |
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| series2 | Synthesis lectures on human language technologies |
| spelling | Jauhiainen, Tommi ca. 20./21. Jh. Verfasser (DE-588)1348178884 aut Automatic language identification in texts Tommi Jauhiainen, Marcos Zampieri, Timothy Baldwin, Krister Lindén Cham, Switzerland Springer Nature Switzerland [2024] xiv, 148 Seiten Illustrationen, Diagramme 25 cm txt rdacontent n rdamedia nc rdacarrier Synthesis lectures on human language technologies "This book provides readers with a brief account of the history of Language Identification (LI) research and a survey of the features and methods most used in LI literature. LI is the problem of determining the language in which a document is written and is a crucial part of many text processing pipelines. The authors use a unified notation to clarify the relationships between common LI methods. The book introduces LI performance evaluation methods and takes a detailed look at LI-related shared tasks. The authors identify open issues and discuss the applications of LI and related tasks and proposes future directions for research in LI." -- Computational linguistics Text processing (Computer science) Linguistique informatique Traitement de texte computational linguistics aat Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 s Computerlinguistik (DE-588)4035843-4 s DE-604 Zampieri, Marcos ca. 20./21. Jh. Sonstige (DE-588)111851582X oth Baldwin, Timothy Sonstige (DE-588)134817997X oth Lindén, Krister ca. 20./21. Jh. Sonstige (DE-588)1348180951 oth Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=035240833&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Jauhiainen, Tommi ca. 20./21. Jh Automatic language identification in texts Computational linguistics Text processing (Computer science) Linguistique informatique Traitement de texte computational linguistics aat Computerlinguistik (DE-588)4035843-4 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4035843-4 (DE-588)4003961-4 |
| title | Automatic language identification in texts |
| title_auth | Automatic language identification in texts |
| title_exact_search | Automatic language identification in texts |
| title_full | Automatic language identification in texts Tommi Jauhiainen, Marcos Zampieri, Timothy Baldwin, Krister Lindén |
| title_fullStr | Automatic language identification in texts Tommi Jauhiainen, Marcos Zampieri, Timothy Baldwin, Krister Lindén |
| title_full_unstemmed | Automatic language identification in texts Tommi Jauhiainen, Marcos Zampieri, Timothy Baldwin, Krister Lindén |
| title_short | Automatic language identification in texts |
| title_sort | automatic language identification in texts |
| topic | Computational linguistics Text processing (Computer science) Linguistique informatique Traitement de texte computational linguistics aat Computerlinguistik (DE-588)4035843-4 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Computational linguistics Text processing (Computer science) Linguistique informatique Traitement de texte computational linguistics Computerlinguistik Automatische Spracherkennung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=035240833&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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