Speech Audio Image And Biomedical Signal Processing Using Neural Networks

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Speech, Audio, Image and Biomedical Signal Processing using Neural Networks

Bhanu Prasad,S.R.M. Prasanna
Speech Audio Image and Biomedical Signal Processing using Neural Networks Book PDF

Author : Bhanu Prasad,S.R.M. Prasanna
Publisher : Springer Science & Business Media
Page : 419 pages
File Size : 50,8 Mb
Release : 2008-01-03
Category : Computers
ISBN : 9783540753971

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Speech, Audio, Image and Biomedical Signal Processing using Neural Networks by Bhanu Prasad,S.R.M. Prasanna Pdf

Humans are remarkable in processing speech, audio, image and some biomedical signals. Artificial neural networks are proved to be successful in performing several cognitive, industrial and scientific tasks. This peer reviewed book presents some recent advances and surveys on the applications of artificial neural networks in the areas of speech, audio, image and biomedical signal processing. It chapters are prepared by some reputed researchers and practitioners around the globe.

Biomedical Signal Processing

Ganesh R. Naik,Wellington Pinheiro dos Santos
Biomedical Signal Processing Book PDF

Author : Ganesh R. Naik,Wellington Pinheiro dos Santos
Publisher : CRC Press
Page : 313 pages
File Size : 53,7 Mb
Release : 2023-09-27
Category : Technology & Engineering
ISBN : 9781000906486

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Biomedical Signal Processing by Ganesh R. Naik,Wellington Pinheiro dos Santos Pdf

This book presents the theoretical basis and applications of biomedical signal analysis and processing. Initially, the nature of the most common biomedical signals, such as electroencephalography, electromyography, electrocardiography and others, is described. The theoretical basis of linear signal processing is summarized, with continuous and discrete representation, linear filters and convolutions, Fourier and Wavelets transforms. Machine learning concepts are also presented, from classic methods to deep neural networks. Finally, several applications in neuroscience are presented and discussed, involving diagnosis and therapy, in addition to other applications. Features: Explains signal processing of neuroscience applications using modern data science techniques. Provides comprehensible review on biomedical signals nature and acquisition aspects. Focusses on selected applications of neurosciences, cardiovascular and muscle-related biomedical areas. Includes computational intelligence, machine learning and biomedical signal processing and analysis. Reviews theoretical basis of deep learning and state-of-the-art biomedical signal processing and analysis. This book is aimed at researchers, graduate students in biomedical signal processing, signal processing, electrical engineering, neuroscience and computer science.

Intelligent Speech Signal Processing

Nilanjan Dey
Intelligent Speech Signal Processing Book PDF

Author : Nilanjan Dey
Publisher : Academic Press
Page : 209 pages
File Size : 48,5 Mb
Release : 2019-03-27
Category : Technology & Engineering
ISBN : 9780128181317

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Intelligent Speech Signal Processing by Nilanjan Dey Pdf

Intelligent Speech Signal Processing investigates the utilization of speech analytics across several systems and real-world activities, including sharing data analytics, creating collaboration networks between several participants, and implementing video-conferencing in different application areas. Chapters focus on the latest applications of speech data analysis and management tools across different recording systems. The book emphasizes the multidisciplinary nature of the field, presenting different applications and challenges with extensive studies on the design, development and management of intelligent systems, neural networks and related machine learning techniques for speech signal processing. Highlights different data analytics techniques in speech signal processing, including machine learning and data mining Illustrates different applications and challenges across the design, implementation and management of intelligent systems and neural networks techniques for speech signal processing Includes coverage of biomodal speech recognition, voice activity detection, spoken language and speech disorder identification, automatic speech to speech summarization, and convolutional neural networks

Machine Learning Methods for Signal, Image and Speech Processing

M.A. Jabbar,MVV Prasad Kantipudi,Sheng-Lung Peng,Mamun Bin Ibne Reaz,Ana Maria Madureira
Machine Learning Methods for Signal Image and Speech Processing Book PDF

Author : M.A. Jabbar,MVV Prasad Kantipudi,Sheng-Lung Peng,Mamun Bin Ibne Reaz,Ana Maria Madureira
Publisher : CRC Press
Page : 257 pages
File Size : 53,5 Mb
Release : 2022-09-01
Category : Computers
ISBN : 9781000794748

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Machine Learning Methods for Signal, Image and Speech Processing by M.A. Jabbar,MVV Prasad Kantipudi,Sheng-Lung Peng,Mamun Bin Ibne Reaz,Ana Maria Madureira Pdf

The signal processing (SP) landscape has been enriched by recent advances in artificial intelligence (AI) and machine learning (ML), yielding new tools for signal estimation, classification, prediction, and manipulation. Layered signal representations, nonlinear function approximation and nonlinear signal prediction are now feasible at very large scale in both dimensionality and data size. These are leading to significant performance gains in a variety of long-standing problem domains like speech and Image analysis. As well as providing the ability to construct new classes of nonlinear functions (e.g., fusion, nonlinear filtering). This book will help academics, researchers, developers, graduate and undergraduate students to comprehend complex SP data across a wide range of topical application areas such as social multimedia data collected from social media networks, medical imaging data, data from Covid tests etc. This book focuses on AI utilization in the speech, image, communications and yirtual reality domains.

Handbook of Neural Networks for Speech Processing

Shigeru Katagiri
Handbook of Neural Networks for Speech Processing Book PDF

Author : Shigeru Katagiri
Publisher : Artech House Publishers
Page : 560 pages
File Size : 50,6 Mb
Release : 2000
Category : Computers
ISBN : UOM:39015049972048

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Handbook of Neural Networks for Speech Processing by Shigeru Katagiri Pdf

Here are the comprehensive details on cutting edge technologies employing neural networks for speech recognition and speech processing in modern communications. Going far beyond the simple speech recognition technologies on the market today, this new book, written by and for speech and signal processing engineers in industry, R&D, and academia, takes you to the forefront of the hottest emergent neural net-based speech processing techniques.

Independent Component Analysis for Audio and Biosignal Applications

Ganesh R. Naik
Independent Component Analysis for Audio and Biosignal Applications Book PDF

Author : Ganesh R. Naik
Publisher : BoD – Books on Demand
Page : 360 pages
File Size : 49,6 Mb
Release : 2012-10-10
Category : Medical
ISBN : 9789535107828

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Independent Component Analysis for Audio and Biosignal Applications by Ganesh R. Naik Pdf

Independent Component Analysis (ICA) is a signal-processing method to extract independent sources given only observed data that are mixtures of the unknown sources. Recently, Blind Source Separation (BSS) by ICA has received considerable attention because of its potential signal-processing applications such as speech enhancement systems, image processing, telecommunications, medical signal processing and several data mining issues. This book brings the state-of-the-art of some of the most important current research of ICA related to Audio and Biomedical signal processing applications. The book is partly a textbook and partly a monograph. It is a textbook because it gives a detailed introduction to ICA applications. It is simultaneously a monograph because it presents several new results, concepts and further developments, which are brought together and published in the book.

Applied Speech Processing

Nilanjan Dey
Applied Speech Processing Book PDF

Author : Nilanjan Dey
Publisher : Academic Press
Page : 208 pages
File Size : 50,5 Mb
Release : 2021-01-19
Category : Technology & Engineering
ISBN : 9780128242131

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Applied Speech Processing by Nilanjan Dey Pdf

Applied Speech Processing: Algorithms and Case Studies is concerned with supporting and enhancing the utilization of speech analytics in several systems and real-world activities, including sharing data analytics related information, creating collaboration networks between several participants, and the use of video-conferencing in different application areas. The book provides a well-standing forum to discuss the characteristics of the intelligent speech signal processing systems in different domains. The book is proposed for professionals, scientists, and engineers who are involved in new techniques of intelligent speech signal processing methods and systems. It provides an outstanding foundation for undergraduate and post-graduate students as well. Includes basics of speech data analysis and management tools with several applications, highlighting recording systems Covers different techniques of big data and Internet-of-Things in speech signal processing, including machine learning and data mining Offers a multidisciplinary view of current and future challenges in this field, with extensive case studies on the design, implementation, development and management of intelligent systems, neural networks, and related machine learning techniques for speech signal processing

Audio Processing and Speech Recognition

Soumya Sen,Anjan Dutta,Nilanjan Dey
Audio Processing and Speech Recognition Book PDF

Author : Soumya Sen,Anjan Dutta,Nilanjan Dey
Publisher : Springer
Page : 96 pages
File Size : 53,9 Mb
Release : 2019-01-30
Category : Technology & Engineering
ISBN : 9789811360985

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Audio Processing and Speech Recognition by Soumya Sen,Anjan Dutta,Nilanjan Dey Pdf

This book offers an overview of audio processing, including the latest advances in the methodologies used in audio processing and speech recognition. First, it discusses the importance of audio indexing and classical information retrieval problem and presents two major indexing techniques, namely Large Vocabulary Continuous Speech Recognition (LVCSR) and Phonetic Search. It then offers brief insights into the human speech production system and its modeling, which are required to produce artificial speech. It also discusses various components of an automatic speech recognition (ASR) system. Describing the chronological developments in ASR systems, and briefly examining the statistical models used in ASR as well as the related mathematical deductions, the book summarizes a number of state-of-the-art classification techniques and their application in audio/speech classification. By providing insights into various aspects of audio/speech processing and speech recognition, this book appeals a wide audience, from researchers and postgraduate students to those new to the field.

Predicting Prosody from Text for Text-to-Speech Synthesis

K. Sreenivasa Rao
Predicting Prosody from Text for Text to Speech Synthesis Book PDF

Author : K. Sreenivasa Rao
Publisher : Springer Science & Business Media
Page : 136 pages
File Size : 47,6 Mb
Release : 2012-04-27
Category : Technology & Engineering
ISBN : 9781461413387

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Predicting Prosody from Text for Text-to-Speech Synthesis by K. Sreenivasa Rao Pdf

Predicting Prosody from Text for Text-to-Speech Synthesis covers the specific aspects of prosody, mainly focusing on how to predict the prosodic information from linguistic text, and then how to exploit the predicted prosodic knowledge for various speech applications. Author K. Sreenivasa Rao discusses proposed methods along with state-of-the-art techniques for the acquisition and incorporation of prosodic knowledge for developing speech systems. Positional, contextual and phonological features are proposed for representing the linguistic and production constraints of the sound units present in the text. This book is intended for graduate students and researchers working in the area of speech processing.

Intuitionistic Fuzziness and Other Intelligent Theories and Their Applications

M Hadjiski,K T Atanassov
Intuitionistic Fuzziness and Other Intelligent Theories and Their Applications Book PDF

Author : M Hadjiski,K T Atanassov
Publisher : Springer
Page : 193 pages
File Size : 49,6 Mb
Release : 2018-06-27
Category : Technology & Engineering
ISBN : 9783319789316

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Intuitionistic Fuzziness and Other Intelligent Theories and Their Applications by M Hadjiski,K T Atanassov Pdf

This book gathers extended versions of the best papers presented at the 8th IEEE conference on Intelligent Systems, held in Sofia, Bulgaria on September 4–6, 2016, which are mainly related to theoretical research in the area of intelligent systems. The main focus is on novel developments in fuzzy and intuitionistic fuzzy sets, the mathematical modelling tool of generalized nets and the newly defined method of intercriteria analysis. The papers reflect a broad and diverse team of authors, including many young researchers from Australia, Bulgaria, China, the Czech Republic, Iran, Mexico, Poland, Portugal, Slovakia, South Korea and the UK.

Machine Learning in Signal Processing

Sudeep Tanwar,Anand Nayyar,Rudra Rameshwar
Machine Learning in Signal Processing Book PDF

Author : Sudeep Tanwar,Anand Nayyar,Rudra Rameshwar
Publisher : CRC Press
Page : 388 pages
File Size : 52,5 Mb
Release : 2021-12-10
Category : Technology & Engineering
ISBN : 9781000487794

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Machine Learning in Signal Processing by Sudeep Tanwar,Anand Nayyar,Rudra Rameshwar Pdf

Machine Learning in Signal Processing: Applications, Challenges, and the Road Ahead offers a comprehensive approach toward research orientation for familiarizing signal processing (SP) concepts to machine learning (ML). ML, as the driving force of the wave of artificial intelligence (AI), provides powerful solutions to many real-world technical and scientific challenges. This book will present the most recent and exciting advances in signal processing for ML. The focus is on understanding the contributions of signal processing and ML, and its aim to solve some of the biggest challenges in AI and ML. FEATURES Focuses on addressing the missing connection between signal processing and ML Provides a one-stop guide reference for readers Oriented toward material and flow with regards to general introduction and technical aspects Comprehensively elaborates on the material with examples and diagrams This book is a complete resource designed exclusively for advanced undergraduate students, post-graduate students, research scholars, faculties, and academicians of computer science and engineering, computer science and applications, and electronics and telecommunication engineering.

New Era for Robust Speech Recognition

Shinji Watanabe,Marc Delcroix,Florian Metze,John R. Hershey
New Era for Robust Speech Recognition Book PDF

Author : Shinji Watanabe,Marc Delcroix,Florian Metze,John R. Hershey
Publisher : Springer
Page : 436 pages
File Size : 52,5 Mb
Release : 2017-10-30
Category : Computers
ISBN : 9783319646800

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New Era for Robust Speech Recognition by Shinji Watanabe,Marc Delcroix,Florian Metze,John R. Hershey Pdf

This book covers the state-of-the-art in deep neural-network-based methods for noise robustness in distant speech recognition applications. It provides insights and detailed descriptions of some of the new concepts and key technologies in the field, including novel architectures for speech enhancement, microphone arrays, robust features, acoustic model adaptation, training data augmentation, and training criteria. The contributed chapters also include descriptions of real-world applications, benchmark tools and datasets widely used in the field. This book is intended for researchers and practitioners working in the field of speech processing and recognition who are interested in the latest deep learning techniques for noise robustness. It will also be of interest to graduate students in electrical engineering or computer science, who will find it a useful guide to this field of research.

Transactions on Engineering Technologies

Haeng Kon Kim,Mahyar A. Amouzegar,Sio-long Ao
Transactions on Engineering Technologies Book PDF

Author : Haeng Kon Kim,Mahyar A. Amouzegar,Sio-long Ao
Publisher : Springer
Page : 573 pages
File Size : 49,6 Mb
Release : 2015-07-07
Category : Technology & Engineering
ISBN : 9789401772365

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Transactions on Engineering Technologies by Haeng Kon Kim,Mahyar A. Amouzegar,Sio-long Ao Pdf

This volume contains thirty-nine revised and extended research articles, written by prominent researchers participating in the World Congress on Engineering and Computer Science 2014, held in San Francisco, October 22-24 2014. Topics covered include engineering mathematics, electrical engineering, circuit design, communications systems, computer science, chemical engineering, systems engineering and applications of engineering science in industry. This book describes some significant advances in engineering technologies and also serves as an excellent source of reference for researchers and graduate students.

Advances in Intelligent Information Processing

Bhabatosh Chanda,C. A. Murthy
Advances in Intelligent Information Processing Book PDF

Author : Bhabatosh Chanda,C. A. Murthy
Publisher : World Scientific
Page : 314 pages
File Size : 48,7 Mb
Release : 2008
Category : Computers
ISBN : 9789812818997

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Advances in Intelligent Information Processing by Bhabatosh Chanda,C. A. Murthy Pdf

The book deals with several key aspects of developing technologies in information processing systems. It explains various problems related to advanced image processing systems and describes some of the latest state-of-the-art techniques in solving them. Particularly, the recent advances in image and video processing are covered thoroughly with real-life applications. Some of the latest topics like rough fuzzy hybridization and knowledge reuse in computational intelligence are included adequately.

Speech Processing, Recognition and Artificial Neural Networks

Gerard Chollet,Maria-Gabriella Di Benedetto,Anna Esposito,Maria Marinaro
Speech Processing Recognition and Artificial Neural Networks Book PDF

Author : Gerard Chollet,Maria-Gabriella Di Benedetto,Anna Esposito,Maria Marinaro
Publisher : Springer Science & Business Media
Page : 352 pages
File Size : 53,7 Mb
Release : 2012-12-06
Category : Technology & Engineering
ISBN : 9781447108450

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Speech Processing, Recognition and Artificial Neural Networks by Gerard Chollet,Maria-Gabriella Di Benedetto,Anna Esposito,Maria Marinaro Pdf

Speech Processing, Recognition and Artificial Neural Networks contains papers from leading researchers and selected students, discussing the experiments, theories and perspectives of acoustic phonetics as well as the latest techniques in the field of spe ech science and technology. Topics covered in this book include; Fundamentals of Speech Analysis and Perceptron; Speech Processing; Stochastic Models for Speech; Auditory and Neural Network Models for Speech; Task-Oriented Applications of Automatic Speech Recognition and Synthesis.