Turkish natural language processing. (2018)

• Record Type: Book
• Further Information: Note: Kemal Oflazer, Murat Saraçlar, editors.
• Editors: Oflazer, Kemal; Saraçlar, Murat
• Contents: Intro; Preface; Acknowledgements; Contents; About the Authors; 1 Turkish and Its Challenges for Language and Speech Processing; 1.1 Introduction; 1.2 Turkish Morphology; 1.3 Constituent Order and Morphology-Syntax Interface; 1.4 Applications; 1.5 State-of-the-Art Tools and Resources for Turkish; Notes; References; 2 Morphological Processing for Turkish; 2.1 Introduction; 2.2 Overview of Turkish Morphology; 2.3 Morphophonology and Morphographemics; 2.4 Root Lexicons and Morphotactics; 2.4.1 Representational Convention; 2.4.2 Nominal Morphotactics; 2.4.3 Verbal Morphotactics; 2.4.4 Derivations 2.4.5 Examples of Morphological Analyses2.5 The Architecture of the Turkish Morphological Processor; 2.6 Processing Real Texts; 2.6.1 Acronyms; 2.6.2 Numbers; 2.6.3 Foreign Words; 2.6.4 Unknown Words; 2.7 Multiword Processing; 2.7.1 Lexicalized Collocations; 2.7.2 Semi-lexicalized Collocations; 2.7.3 Non-lexicalized Collocations; 2.8 Conclusions; Appendix: Turkish Morphological Features; References; 3 Morphological Disambiguation for Turkish; 3.1 Introduction; 3.2 Challenges; 3.3 Previous Work; 3.3.1 Rule-Based Methods; 3.3.1.1 Constraint-Based Morphological Disambiguation 3.3.1.2 Constraints with Voting3.3.2 Learning the Rules; 3.3.3 Models Based on Inflectional Group n-Grams; 3.3.4 Discriminative Methods for Disambiguation; 3.4 Discussion; 3.4.1 Data Sets; 3.4.2 Experimental Results; 3.5 Conclusions; References; 4 Language Modeling for Turkish Text and Speech Processing; 4.1 Introduction; 4.2 Language Modeling; 4.3 Challenges in Statistical Language Modeling for Turkish; 4.4 Sub-lexical Units for Statistical Language Modeling; 4.4.1 Linguistic Sub-lexical Units; 4.4.2 Statistical Sub-lexical Units; 4.5 Statistical Language Modeling for Turkish 4.5.1 Language Modeling with Linguistic Sub-lexical Units4.5.1.1 Surface Form Stem+Ending Model; 4.5.1.2 Lexical Form Stem+Ending Model; 4.5.2 Statistical Sub-lexical Units: Morphs; 4.6 Discriminative Language Modeling for Turkish; 4.6.1 Discriminative Language Model; 4.6.2 Feature Sets for Turkish DLM; 4.6.2.1 Basic n-Gram Features; 4.6.2.2 Linguistically Motivated Features; 4.6.2.3 Statistically Motivated Features; 4.7 Conclusions; References; 5 Turkish Speech Recognition; 5.1 Introduction; 5.2 Foundations of Automatic Speech Recognition; 5.3 Turkish Language Resources for ASR 5.3.1 Turkish Acoustic and Text Data5.3.2 Linguistic Tools Used in Turkish ASR; 5.4 Turkish ASR Systems; 5.4.1 Newspaper Content Transcription System; 5.4.2 Turkish Broadcast News Transcription System; 5.4.3 LVCSR System for Call Center Conversations; 5.5 Conclusions; References; 6 Turkish Named-Entity Recognition; 6.1 Introduction; 6.2 NER on Turkish; 6.3 Task Description; 6.3.1 Representation; 6.3.2 Evaluating NER Performance; 6.4 Domain and Datasets; 6.4.1 Formal Texts; 6.4.2 Informal Texts; 6.4.3 Challenges of Informal Texts for NER; 6.5 Preprocessing for NER; 6.5.1 Tokenization
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource
• Subjects: 006.3/5; Linguistics; Natural language processing (Computer science); Turkish language; Turkish language -- Translating; COMPUTERS / General; Natural language processing (Computer science); Turkish language; Turkish language -- Translating; Technology & Engineering -- Electronics -- General; Computers -- Speech & Audio Processing; Foreign Language Study -- Turkish & Turkic Languages; Computers -- Intelligence (AI) & Semantics; Imaging systems & technology; Natural language & machine translation; Artificial intelligence; Computational linguistics; Natural language processing (Computer science); Artificial intelligence; Language Arts & Disciplines -- Linguistics -- General; Computational linguistics; Electronic books
• Languages: English
• ISBNs: 9783319901657; 3319901656
• Related ISBNs: 9783319901633; 331990163X
• Notes: Note: Online resource; title from PDF title page (EBSCO, viewed July 25, 2018).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.