Turkish Natural Language Processing

1. Auflage 2018
ISBN: 978-3-319-90163-3
Verlag: Springer International Publishing

Buch, Englisch, 355 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 5697 g

Reihe: Theory and Applications of Natural Language Processing

This book brings together work on Turkish natural language and speech processing over the last 25 years, covering numerous fundamental tasks ranging from morphological processing and language modeling, to full-fledged deep parsing and machine translation, as well as computational resources developed along the way to enable most of this work. Owing to its complex morphology and free constituent order, Turkish has proved to be a fascinating language for natural language and speech processing research and applications.
After an overview of the aspects of Turkish that make it challenging for natural language and speech processing tasks, this book discusses in detail the main tasks and applications of Turkish natural language and speech processing. A compendium of the work on Turkish natural language and speech processing, it is a valuable reference for new researchers considering computational work on Turkish, as well as a one-stop resource for commercialand research institutions planning to develop applications for Turkish. It also serves as a blueprint for similar work on other Turkic languages such as Azeri, Turkmen and Uzbek.

Zielgruppe

Research

Autoren/Hrsg.

Saraçlar, Murat

Oflazer, Kemal

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Natürliche Sprachen & Maschinelle Übersetzung
• Geisteswissenschaften Sprachwissenschaft Einzelne Sprachen & Sprachfamilien
• Technische Wissenschaften Elektronik | Nachrichtentechnik Nachrichten- und Kommunikationstechnik Signalverarbeitung
• Geisteswissenschaften Sprachwissenschaft Computerlinguistik, Korpuslinguistik
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz

Inhaltsverzeichnis

Turkish and its challenges for language and speech processing (Kemal Oflazer, Murat Saraçlar).- Morphological processing for Turkish (Kemal Oflazer).- Morphological disambiguation for Turkish (Dilek Zeynep Hakkani-Tür, Murat Saraçlar, Gökhan Tür, Kemal Oflazer, Deniz Yuret).- Language modeling for Turkish text and speech processing (Ebru Arisoy, Murat Saraçlar).- Turkish speech recognition (Ebru Arisoy, Murat Saraçlar).- Turkish named entity recognition (Reyyan Yeniterzi, Gökhan Tür, Kemal Oflazer).- Dependency parsing of Turkish (Gülsen Eryigit, Joakim Nivre, Kemal Oflazer).- Wide-covering parsing, semantics and morphology (Ruket Çakici, Mark Steedman, Cem Bozsahin).- Deep parsing of Turkish with lexical-functional grammar (Özlem Çetinoglu, Kemal Oflazer).- Statistical Machine Translation and Turkish (Kemal Oflazer, Reyyan Yeniterzi, Ilknur Durgar-El Kahlout).- Machine Translation between Turkic languages (A. Cüneyd Tantug, Esref Adali).- Sentiment analysis in Turkish (Gizem Gezici, Berrin Yanikoglu).- The Turkish treebank (Gülsen Eryigit, Kemal Oflazer, Umut Sulubacak).- Linguistic corpora: A view from Turkish (Mustafa Aksan, Yesim Aksan).- Turkish wordnet (Özlem Çetinoglu, Orhan Bilgin, Kemal Oflazer).- Turkish discourse bank: Connectives and their configurations (Deniz Zeyrek, Isin Demirsahin, Cem Bozsahin).-

Über Autor(innen)

Kemal Oflazer received his Ph.D. in computer science from Carnegie Mellon University in Pittsburgh, USA, and his M.Sc. in computer science and B.Sc. in electrical and electronics engineering from Middle East Technical University, Ankara, Turkey. He is currently a faculty member at Carnegie Mellon University in Doha, Qatar, where he is also the Associate Dean for Research. He has held visiting positions at the Computing Research Laboratory at New Mexico State University, Las Cruces, USA and at the Language Technologies Institute, Carnegie Mellon University. Prior to joining CMU-Qatar, he worked at Sabanci University in Istanbul, Turkey (2000-2008) and Bilkent University in Ankara, Turkey (1989-2000). He has worked extensively on developing natural language processing techniques and resources for Turkish. Oflazer’s current research interests include statistical machine translation into morphologically complex languages, the use of NLP for language learning and machine learning for computational morphology. In addition, he was a member of the editorial boards of Computational Linguistics, the Journal of Artificial Intelligence Research, Machine Translation, and Research on Language and Computation and was a book review editor for Natural Language Engineering. He was a member of the nomination and advisory boards for EACL, and served as the program co-chair for ACL 2005, an area chair for COLING 2000, EACL 2003, ACL 2004, ACL 2012, and EMNLP 2013 and the organization committee co-chair for EMNLP 2014. Currently, he is an editorial board member of both Language Resources and Evaluation and Natural Language Engineering journals and is a member of the advisory board for “SpringerBriefs in Natural Language Processing”.
Murat Saraçlar received his B.Sc. degree in 1994 from the Electrical and Electronics Engineering Department at Bilkent University, Ankara, Turkey, his M.S.E. degree in 1997 and Ph.D. degree in 2001 from the Electrical and Computer Engineering Department at the Johns Hopkins University, Baltimore, USA. From 2000 to 2005, he was with the multimedia services department at AT&T Labs Research, and in 2005 joined the Electrical and Electronic Engineering Department of Bogaziçi University, Istanbul, Turkey, where he is currently a full professor. He was a visiting research scientist at Google Inc., New York, USA (2011-2012) and an academic visitor at IBM T.J. Watson Research Center (2012-2013). Saraçlar was awarded the AT&T Labs Research Excellence Award in 2002, the Turkish Academy of Sciences Young Scientist (TUBA-GEBIP) Award in 2009, and the IBM Faculty Award in 2010. He has published more than 100 articles in journals and conference proceedings. Furthermore, he served as an associate editor for IEEE Signal Processing Letters (2009-2012) and IEEE Transactions on Audio, Speech, and Language Processing (2012-2016). He was an editorial board member of Language Resources and Evaluation from 2012to 2016, and is currently an editorial board member of Computer Speech and Language as well as a member of the IEEE Signal Processing Society Speech and Language Technical Committee (2007-2009, 2015-2018).