Language Identification Using Spectral and Prosodic Features

Language Identification Using Spectral and Prosodic Features PDF Author: K. Sreenivasa Rao
Publisher: Springer
ISBN: 3319171631
Category : Technology & Engineering
Languages : en
Pages : 98

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Book Description
This book discusses the impact of spectral features extracted from frame level, glottal closure regions, and pitch-synchronous analysis on the performance of language identification systems. In addition to spectral features, the authors explore prosodic features such as intonation, rhythm, and stress features for discriminating the languages. They present how the proposed spectral and prosodic features capture the language specific information from two complementary aspects, showing how the development of language identification (LID) system using the combination of spectral and prosodic features will enhance the accuracy of identification as well as improve the robustness of the system. This book provides the methods to extract the spectral and prosodic features at various levels, and also suggests the appropriate models for developing robust LID systems according to specific spectral and prosodic features. Finally, the book discuss about various combinations of spectral and prosodic features, and the desired models to enhance the performance of LID systems.

Language Identification Using Spectral and Prosodic Features

Language Identification Using Spectral and Prosodic Features PDF Author: K. Sreenivasa Rao
Publisher: Springer
ISBN: 3319171631
Category : Technology & Engineering
Languages : en
Pages : 98

Get Book

Book Description
This book discusses the impact of spectral features extracted from frame level, glottal closure regions, and pitch-synchronous analysis on the performance of language identification systems. In addition to spectral features, the authors explore prosodic features such as intonation, rhythm, and stress features for discriminating the languages. They present how the proposed spectral and prosodic features capture the language specific information from two complementary aspects, showing how the development of language identification (LID) system using the combination of spectral and prosodic features will enhance the accuracy of identification as well as improve the robustness of the system. This book provides the methods to extract the spectral and prosodic features at various levels, and also suggests the appropriate models for developing robust LID systems according to specific spectral and prosodic features. Finally, the book discuss about various combinations of spectral and prosodic features, and the desired models to enhance the performance of LID systems.

Language Identification Using Excitation Source Features

Language Identification Using Excitation Source Features PDF Author: K. Sreenivasa Rao
Publisher: Springer
ISBN: 3319177257
Category : Technology & Engineering
Languages : en
Pages : 128

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Book Description
This book discusses the contribution of excitation source information in discriminating language. The authors focus on the excitation source component of speech for enhancement of language identification (LID) performance. Language specific features are extracted using two different modes: (i) Implicit processing of linear prediction (LP) residual and (ii) Explicit parameterization of linear prediction residual. The book discusses how in implicit processing approach, excitation source features are derived from LP residual, Hilbert envelope (magnitude) of LP residual and Phase of LP residual; and in explicit parameterization approach, LP residual signal is processed in spectral domain to extract the relevant language specific features. The authors further extract source features from these modes, which are combined for enhancing the performance of LID systems. The proposed excitation source features are also investigated for LID in background noisy environments. Each chapter of this book provides the motivation for exploring the specific feature for LID task, and subsequently discuss the methods to extract those features and finally suggest appropriate models to capture the language specific knowledge from the proposed features. Finally, the book discuss about various combinations of spectral and source features, and the desired models to enhance the performance of LID systems.

Robust Emotion Recognition using Spectral and Prosodic Features

Robust Emotion Recognition using Spectral and Prosodic Features PDF Author: K. Sreenivasa Rao
Publisher: Springer Science & Business Media
ISBN: 1461463602
Category : Technology & Engineering
Languages : en
Pages : 127

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Book Description
In this brief, the authors discuss recently explored spectral (sub-segmental and pitch synchronous) and prosodic (global and local features at word and syllable levels in different parts of the utterance) features for discerning emotions in a robust manner. The authors also delve into the complementary evidences obtained from excitation source, vocal tract system and prosodic features for the purpose of enhancing emotion recognition performance. Features based on speaking rate characteristics are explored with the help of multi-stage and hybrid models for further improving emotion recognition performance. Proposed spectral and prosodic features are evaluated on real life emotional speech corpus.

Extraction and Representation of Prosody for Speaker, Speech and Language Recognition

Extraction and Representation of Prosody for Speaker, Speech and Language Recognition PDF Author: Leena Mary
Publisher: Springer Science & Business Media
ISBN: 1461411599
Category : Technology & Engineering
Languages : en
Pages : 70

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Book Description
Extraction and Representation of Prosodic Features for Speech Processing Applications deals with prosody from speech processing point of view with topics including: The significance of prosody for speech processing applications Why prosody need to be incorporated in speech processing applications Different methods for extraction and representation of prosody for applications such as speech synthesis, speaker recognition, language recognition and speech recognition This book is for researchers and students at the graduate level.

Proceedings of International Joint Conference on Advances in Computational Intelligence

Proceedings of International Joint Conference on Advances in Computational Intelligence PDF Author: Mohammad Shorif Uddin
Publisher: Springer Nature
ISBN: 9819701805
Category :
Languages : en
Pages : 797

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Book Description


Information Systems Design and Intelligent Applications

Information Systems Design and Intelligent Applications PDF Author: Suresh Chandra Satapathy
Publisher: Springer
ISBN: 8132227557
Category : Technology & Engineering
Languages : en
Pages : 735

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Book Description
The third international conference on INformation Systems Design and Intelligent Applications (INDIA – 2016) held in Visakhapatnam, India during January 8-9, 2016. The book covers all aspects of information system design, computer science and technology, general sciences, and educational research. Upon a double blind review process, a number of high quality papers are selected and collected in the book, which is composed of three different volumes, and covers a variety of topics, including natural language processing, artificial intelligence, security and privacy, communications, wireless and sensor networks, microelectronics, circuit and systems, machine learning, soft computing, mobile computing and applications, cloud computing, software engineering, graphics and image processing, rural engineering, e-commerce, e-governance, business computing, molecular computing, nano-computing, chemical computing, intelligent computing for GIS and remote sensing, bio-informatics and bio-computing. These fields are not only limited to computer researchers but also include mathematics, chemistry, biology, bio-chemistry, engineering, statistics, and all others in which computer techniques may assist.

Speech and Language Technologies for Low-Resource Languages

Speech and Language Technologies for Low-Resource Languages PDF Author: Bharathi Raja Chakravarthi
Publisher: Springer Nature
ISBN: 3031584953
Category :
Languages : en
Pages : 470

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Book Description


Intelligent Sustainable Systems

Intelligent Sustainable Systems PDF Author: Jennifer S. Raj
Publisher: Springer Nature
ISBN: 9811928940
Category : Technology & Engineering
Languages : en
Pages : 825

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Book Description
This book features research papers presented at the 5th International Conference on Intelligent Sustainable Systems (ICISS 2022), held at SCAD College of Engineering and Technology, Tirunelveli, Tamil Nadu, India, during February 17–18, 2022. The book discusses latest research works that discusses the tools, methodologies, practices, and applications of sustainable systems and computational intelligence methodologies. The book is beneficial for readers from both academia and industry.

Handbook of Research on Advanced Hybrid Intelligent Techniques and Applications

Handbook of Research on Advanced Hybrid Intelligent Techniques and Applications PDF Author: Bhattacharyya, Siddhartha
Publisher: IGI Global
ISBN: 1466694750
Category : Computers
Languages : en
Pages : 654

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Book Description
Conventional computational methods, and even the latest soft computing paradigms, often fall short in their ability to offer solutions to many real-world problems due to uncertainty, imprecision, and circumstantial data. Hybrid intelligent computing is a paradigm that addresses these issues to a considerable extent. The Handbook of Research on Advanced Hybrid Intelligent Techniques and Applications highlights the latest research on various issues relating to the hybridization of artificial intelligence, practical applications, and best methods for implementation. Focusing on key interdisciplinary computational intelligence research dealing with soft computing techniques, pattern mining, data analysis, and computer vision, this book is relevant to the research needs of academics, IT specialists, and graduate-level students.

Speech and Computer

Speech and Computer PDF Author: Alexey Karpov
Publisher: Springer Nature
ISBN: 303148312X
Category : Computers
Languages : en
Pages : 587

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Book Description
The two-volume proceedings set LNAI 14338 and 14339 constitutes the refereed proceedings of the 25th International Conference on Speech and Computer, SPECOM 2023, held in Dharwad, India, during November 29–December 2, 2023. The 94 papers included in these proceedings were carefully reviewed and selected from 174 submissions. They focus on all aspects of speech science and technology: ​automatic speech recognition; computational paralinguistics; digital signal processing; speech prosody; natural language processing; child speech processing; speech processing for medicine; industrial speech and language technology; speech technology for under-resourced languages; speech analysis and synthesis; speaker and language identification, verification and diarization.