Automatic speech recognition and translation for low resource languages:
AUTOMATIC SPEECH RECOGNITION and TRANSLATION for LOW-RESOURCE LANGUAGES This book is a comprehensive exploration into the cutting-edge research, methodologies, and advancements in addressing the unique challenges associated with ASR and translation for low-resource languages. Automatic Speech Recogn...
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| Format: | Elektronisch E-Book |
| Sprache: | Englisch |
| Veröffentlicht: |
Hoboken, NJ Beverly, MA
John Wiley & Sons, Inc.
2024
Hoboken, NJ Beverly, MA Scrivener Publishing LLC 2024 |
| Schlagwörter: | |
| Links: | https://learning.oreilly.com/library/view/-/9781394213580/?ar |
| Zusammenfassung: | AUTOMATIC SPEECH RECOGNITION and TRANSLATION for LOW-RESOURCE LANGUAGES This book is a comprehensive exploration into the cutting-edge research, methodologies, and advancements in addressing the unique challenges associated with ASR and translation for low-resource languages. Automatic Speech Recognition and Translation for Low Resource Languages contains groundbreaking research from experts and researchers sharing innovative solutions that address language challenges in low-resource environments. The book begins by delving into the fundamental concepts of ASR and translation, providing readers with a solid foundation for understanding the subsequent chapters. It then explores the intricacies of low-resource languages, analyzing the factors that contribute to their challenges and the significance of developing tailored solutions to overcome them. The chapters encompass a wide range of topics, ranging from both the theoretical and practical aspects of ASR and translation for low-resource languages. The book discusses data augmentation techniques, transfer learning, and multilingual training approaches that leverage the power of existing linguistic resources to improve accuracy and performance. Additionally, it investigates the possibilities offered by unsupervised and semi-supervised learning, as well as the benefits of active learning and crowdsourcing in enriching the training data. Throughout the book, emphasis is placed on the importance of considering the cultural and linguistic context of low-resource languages, recognizing the unique nuances and intricacies that influence accurate ASR and translation. Furthermore, the book explores the potential impact of these technologies in various domains, such as healthcare, education, and commerce, empowering individuals and communities by breaking down language barriers. Audience The book targets researchers and professionals in the fields of natural language processing, computational linguistics, and speech technology. It will also be of interest to engineers, linguists, and individuals in industries and organizations working on cross-lingual communication, accessibility, and global connectivity. |
| Beschreibung: | Description based on online resource; title from digital title page (viewed on April 11, 2024) |
| Umfang: | 1 online resource |
| ISBN: | 9781394214624 1394214626 9781394214129 139421412X 9781394213580 |
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| spelling | Automatic speech recognition and translation for low resource languages edited by L. Ashok Kumar... [ and 3 others] Hoboken, NJ Beverly, MA John Wiley & Sons, Inc. 2024 Hoboken, NJ Beverly, MA Scrivener Publishing LLC 2024 ©2024 1 online resource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Description based on online resource; title from digital title page (viewed on April 11, 2024) AUTOMATIC SPEECH RECOGNITION and TRANSLATION for LOW-RESOURCE LANGUAGES This book is a comprehensive exploration into the cutting-edge research, methodologies, and advancements in addressing the unique challenges associated with ASR and translation for low-resource languages. Automatic Speech Recognition and Translation for Low Resource Languages contains groundbreaking research from experts and researchers sharing innovative solutions that address language challenges in low-resource environments. The book begins by delving into the fundamental concepts of ASR and translation, providing readers with a solid foundation for understanding the subsequent chapters. It then explores the intricacies of low-resource languages, analyzing the factors that contribute to their challenges and the significance of developing tailored solutions to overcome them. The chapters encompass a wide range of topics, ranging from both the theoretical and practical aspects of ASR and translation for low-resource languages. The book discusses data augmentation techniques, transfer learning, and multilingual training approaches that leverage the power of existing linguistic resources to improve accuracy and performance. Additionally, it investigates the possibilities offered by unsupervised and semi-supervised learning, as well as the benefits of active learning and crowdsourcing in enriching the training data. Throughout the book, emphasis is placed on the importance of considering the cultural and linguistic context of low-resource languages, recognizing the unique nuances and intricacies that influence accurate ASR and translation. Furthermore, the book explores the potential impact of these technologies in various domains, such as healthcare, education, and commerce, empowering individuals and communities by breaking down language barriers. Audience The book targets researchers and professionals in the fields of natural language processing, computational linguistics, and speech technology. It will also be of interest to engineers, linguists, and individuals in industries and organizations working on cross-lingual communication, accessibility, and global connectivity. Translating and interpreting Technological innovations Kumar, L. Ashok HerausgeberIn edt 1394213581 Erscheint auch als Druck-Ausgabe 1394213581 |
| spellingShingle | Automatic speech recognition and translation for low resource languages Translating and interpreting Technological innovations |
| title | Automatic speech recognition and translation for low resource languages |
| title_auth | Automatic speech recognition and translation for low resource languages |
| title_exact_search | Automatic speech recognition and translation for low resource languages |
| title_full | Automatic speech recognition and translation for low resource languages edited by L. Ashok Kumar... [ and 3 others] |
| title_fullStr | Automatic speech recognition and translation for low resource languages edited by L. Ashok Kumar... [ and 3 others] |
| title_full_unstemmed | Automatic speech recognition and translation for low resource languages edited by L. Ashok Kumar... [ and 3 others] |
| title_short | Automatic speech recognition and translation for low resource languages |
| title_sort | automatic speech recognition and translation for low resource languages |
| topic | Translating and interpreting Technological innovations |
| topic_facet | Translating and interpreting Technological innovations |
| work_keys_str_mv | AT kumarlashok automaticspeechrecognitionandtranslationforlowresourcelanguages |