Intelligent Audio Analysis

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Intelligent Audio Analysis

Author : Björn W. Schuller
Publisher : Springer Science & Business Media
ISBN 13 : 3642368069
Total Pages : 345 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Intelligent Audio Analysis by : Björn W. Schuller

Download or read book Intelligent Audio Analysis written by Björn W. Schuller and published by Springer Science & Business Media. This book was released on 2014-07-08 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition. Further, an introduction to audio source separation, and enhancement and robustness are given. After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task. The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today’s results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.

Intelligent Audio Analysis

Author : Björn W. Schuller
Publisher : Springer
ISBN 13 : 9783642442773
Total Pages : 345 pages
Book Rating : 4.4/5 (427 download)

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Book Synopsis Intelligent Audio Analysis by : Björn W. Schuller

Download or read book Intelligent Audio Analysis written by Björn W. Schuller and published by Springer. This book was released on 2015-05-19 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition. Further, an introduction to audio source separation, and enhancement and robustness are given. After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task. The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today’s results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.

An Introduction to Audio Content Analysis

Author : Alexander Lerch
Publisher : John Wiley & Sons
ISBN 13 : 1118393503
Total Pages : 273 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis An Introduction to Audio Content Analysis by : Alexander Lerch

Download or read book An Introduction to Audio Content Analysis written by Alexander Lerch and published by John Wiley & Sons. This book was released on 2012-11-05 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the proliferation of digital audio distribution over digital media, audio content analysis is fast becoming a requirement for designers of intelligent signal-adaptive audio processing systems. Written by a well-known expert in the field, this book provides quick access to different analysis algorithms and allows comparison between different approaches to the same task, making it useful for newcomers to audio signal processing and industry experts alike. A review of relevant fundamentals in audio signal processing, psychoacoustics, and music theory, as well as downloadable MATLAB files are also included. Please visit the companion website: www.AudioContentAnalysis.org

Fundamentals of Music Processing

Author : Meinard Müller
Publisher : Springer
ISBN 13 : 3319219456
Total Pages : 487 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Fundamentals of Music Processing by : Meinard Müller

Download or read book Fundamentals of Music Processing written by Meinard Müller and published by Springer. This book was released on 2015-07-21 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides both profound technological knowledge and a comprehensive treatment of essential topics in music processing and music information retrieval. Including numerous examples, figures, and exercises, this book is suited for students, lecturers, and researchers working in audio engineering, computer science, multimedia, and musicology. The book consists of eight chapters. The first two cover foundations of music representations and the Fourier transform—concepts that are then used throughout the book. In the subsequent chapters, concrete music processing tasks serve as a starting point. Each of these chapters is organized in a similar fashion and starts with a general description of the music processing scenario at hand before integrating it into a wider context. It then discusses—in a mathematically rigorous way—important techniques and algorithms that are generally applicable to a wide range of analysis, classification, and retrieval problems. At the same time, the techniques are directly applied to a specific music processing task. By mixing theory and practice, the book’s goal is to offer detailed technological insights as well as a deep understanding of music processing applications. Each chapter ends with a section that includes links to the research literature, suggestions for further reading, a list of references, and exercises. The chapters are organized in a modular fashion, thus offering lecturers and readers many ways to choose, rearrange or supplement the material. Accordingly, selected chapters or individual sections can easily be integrated into courses on general multimedia, information science, signal processing, music informatics, or the digital humanities.

Intelligent Music Production

Author : Brecht De Man
Publisher : Routledge
ISBN 13 : 1351679023
Total Pages : 435 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Intelligent Music Production by : Brecht De Man

Download or read book Intelligent Music Production written by Brecht De Man and published by Routledge. This book was released on 2019-11-07 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Music Production presents the state of the art in approaches, methodologies and systems from the emerging field of automation in music mixing and mastering. This book collects the relevant works in the domain of innovation in music production, and orders them in a way that outlines the way forward: first, covering our knowledge of the music production processes; then by reviewing the methodologies in classification, data collection and perceptual evaluation; and finally by presenting recent advances on introducing intelligence in audio effects, sound engineering processes and music production interfaces. Intelligent Music Production is a comprehensive guide, providing an introductory read for beginners, as well as a crucial reference point for experienced researchers, producers, engineers and developers.

Machine Learning for Audio, Image and Video Analysis

Author : Francesco Camastra
Publisher : Springer
ISBN 13 : 144716735X
Total Pages : 561 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Machine Learning for Audio, Image and Video Analysis by : Francesco Camastra

Download or read book Machine Learning for Audio, Image and Video Analysis written by Francesco Camastra and published by Springer. This book was released on 2015-07-21 with total page 561 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition focuses on audio, image and video data, the three main types of input that machines deal with when interacting with the real world. A set of appendices provides the reader with self-contained introductions to the mathematical background necessary to read the book. Divided into three main parts, From Perception to Computation introduces methodologies aimed at representing the data in forms suitable for computer processing, especially when it comes to audio and images. Whilst the second part, Machine Learning includes an extensive overview of statistical techniques aimed at addressing three main problems, namely classification (automatically assigning a data sample to one of the classes belonging to a predefined set), clustering (automatically grouping data samples according to the similarity of their properties) and sequence analysis (automatically mapping a sequence of observations into a sequence of human-understandable symbols). The third part Applications shows how the abstract problems defined in the second part underlie technologies capable to perform complex tasks such as the recognition of hand gestures or the transcription of handwritten data. Machine Learning for Audio, Image and Video Analysis is suitable for students to acquire a solid background in machine learning as well as for practitioners to deepen their knowledge of the state-of-the-art. All application chapters are based on publicly available data and free software packages, thus allowing readers to replicate the experiments.

Intelligent Single-channel Methods for Multi-source Audio Analysis

Author : Felix Johannes Weninger
Publisher :
ISBN 13 : 9783843923149
Total Pages : 0 pages
Book Rating : 4.9/5 (231 download)

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Book Synopsis Intelligent Single-channel Methods for Multi-source Audio Analysis by : Felix Johannes Weninger

Download or read book Intelligent Single-channel Methods for Multi-source Audio Analysis written by Felix Johannes Weninger and published by . This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Principles of Forensic Audio Analysis

Author : Robert C. Maher
Publisher : Springer
ISBN 13 : 3319994530
Total Pages : 147 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Principles of Forensic Audio Analysis by : Robert C. Maher

Download or read book Principles of Forensic Audio Analysis written by Robert C. Maher and published by Springer. This book was released on 2018-11-07 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an expert introduction to audio forensics, an essential specialty in modern forensic science, equipping readers with the fundamental background necessary to understand and participate in this exciting and important field of study. Modern audio forensic analysis combines skills in digital signal processing, the physics of sound propagation, acoustical phonetics, audio engineering, and many other fields. Scientists and engineers who work in the field of audio forensics are called upon to address issues of authenticity, quality enhancement, and signal interpretation for audio evidence that is important to a criminal law enforcement investigation, an accident investigation board, or an official civil inquiry. Expertise in audio forensics has never been more important. In addition to routine recordings from emergency call centers and police radio dispatchers, inexpensive portable audio/video recording systems are now in widespread use. Forensic evidence from the scene of a civil or criminal incident increasingly involves dashboard recorders in police cars, vest-pocket personal recorders worn by law enforcement officers, smart phone recordings from bystanders, and security surveillance systems in public areas and businesses. Utilizing new research findings and both historical and contemporary casework examples, this book blends audio forensic theory and practice in an informative and readable manner suitable for any scientifically-literate reader. Extensive examples, supplementary material, and authoritative references are also included for those who are interested in delving deeper into the field.

Auditory Scene Analysis

Author : Albert S. Bregman
Publisher : MIT Press
ISBN 13 : 9780262521956
Total Pages : 800 pages
Book Rating : 4.5/5 (219 download)

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Book Synopsis Auditory Scene Analysis by : Albert S. Bregman

Download or read book Auditory Scene Analysis written by Albert S. Bregman and published by MIT Press. This book was released on 1994-09-29 with total page 800 pages. Available in PDF, EPUB and Kindle. Book excerpt: Auditory Scene Analysis addresses the problem of hearing complex auditory environments, using a series of creative analogies to describe the process required of the human auditory system as it analyzes mixtures of sounds to recover descriptions of individual sounds. In a unified and comprehensive way, Bregman establishes a theoretical framework that integrates his findings with an unusually wide range of previous research in psychoacoustics, speech perception, music theory and composition, and computer modeling.

Audio Signal Processing

Author :
Publisher : Mdpi AG
ISBN 13 : 9783038423508
Total Pages : 446 pages
Book Rating : 4.4/5 (235 download)

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Book Synopsis Audio Signal Processing by :

Download or read book Audio Signal Processing written by and published by Mdpi AG. This book was released on 2017-03-15 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: Audio signal processing is a highly active research field where digital signal processing theory meets human sound perception and real-time programming requirements. It has a wide range of applications in computers, gaming, and music technology, to name a few of the largest areas. Successful applications include, for example, perceptual audio coding, digital music synthesizers, and music recognition software. The fact that music is now often listened to using headphones from a mobile device leads to new problems related to background noise control and signal enhancement. Developments in processor technology, such as parallel computing, are changing the way signal-processing algorithms are designed for audio. Topics covered, but were not limited to, the following areas: - Audio signal analysis - Music information retrieval - Enhancement and restoration of audio - Audio equalization and filtering - Audio effects processing - Sound synthesis and modeling - Audio coding - Sound capture and noise control - Sound source separation - Room acoustics and spatial audio - Signal processing for headphones and loudspeakers - High-performance computing in audio

Emotion Recognition

Author : Amit Konar
Publisher : John Wiley & Sons
ISBN 13 : 1118130669
Total Pages : 580 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Emotion Recognition by : Amit Konar

Download or read book Emotion Recognition written by Amit Konar and published by John Wiley & Sons. This book was released on 2015-01-27 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt: A timely book containing foundations and current research directions on emotion recognition by facial expression, voice, gesture and biopotential signals This book provides a comprehensive examination of the research methodology of different modalities of emotion recognition. Key topics of discussion include facial expression, voice and biopotential signal-based emotion recognition. Special emphasis is given to feature selection, feature reduction, classifier design and multi-modal fusion to improve performance of emotion-classifiers. Written by several experts, the book includes several tools and techniques, including dynamic Bayesian networks, neural nets, hidden Markov model, rough sets, type-2 fuzzy sets, support vector machines and their applications in emotion recognition by different modalities. The book ends with a discussion on emotion recognition in automotive fields to determine stress and anger of the drivers, responsible for degradation of their performance and driving-ability. There is an increasing demand of emotion recognition in diverse fields, including psycho-therapy, bio-medicine and security in government, public and private agencies. The importance of emotion recognition has been given priority by industries including Hewlett Packard in the design and development of the next generation human-computer interface (HCI) systems. Emotion Recognition: A Pattern Analysis Approach would be of great interest to researchers, graduate students and practitioners, as the book Offers both foundations and advances on emotion recognition in a single volume Provides a thorough and insightful introduction to the subject by utilizing computational tools of diverse domains Inspires young researchers to prepare themselves for their own research Demonstrates direction of future research through new technologies, such as Microsoft Kinect, EEG systems etc.

Intelligent Music Information Systems: Tools and Methodologies

Author : Shen, Jialie
Publisher : IGI Global
ISBN 13 : 1599046652
Total Pages : 380 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Intelligent Music Information Systems: Tools and Methodologies by : Shen, Jialie

Download or read book Intelligent Music Information Systems: Tools and Methodologies written by Shen, Jialie and published by IGI Global. This book was released on 2007-08-31 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern technology and the development of user-centric applications have grown to encompass many of our everyday routines and interests. Such advances in music data management and information retrieval techniques have crossed the boundaries of expertise from researchers to developers to professionals in the music industry. Intelligent Music Information Systems: Tools and Methodologies provides comprehensive description and analysis into the use of music information retrieval from the data management perspective, and thus provides libraries in academic, commercial, and other settings with a complete reference for multimedia system applications.

Social Signal Processing

Author : Judee K. Burgoon
Publisher : Cambridge University Press
ISBN 13 : 1108124585
Total Pages : 441 pages
Book Rating : 4.1/5 (81 download)

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Book Synopsis Social Signal Processing by : Judee K. Burgoon

Download or read book Social Signal Processing written by Judee K. Burgoon and published by Cambridge University Press. This book was released on 2017-05-08 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Signal Processing is the first book to cover all aspects of the modeling, automated detection, analysis, and synthesis of nonverbal behavior in human-human and human-machine interactions. Authoritative surveys address conceptual foundations, machine analysis and synthesis of social signal processing, and applications. Foundational topics include affect perception and interpersonal coordination in communication; later chapters cover technologies for automatic detection and understanding such as computational paralinguistics and facial expression analysis and for the generation of artificial social signals such as social robots and artificial agents. The final section covers a broad spectrum of applications based on social signal processing in healthcare, deception detection, and digital cities, including detection of developmental diseases and analysis of small groups. Each chapter offers a basic introduction to its topic, accessible to students and other newcomers, and then outlines challenges and future perspectives for the benefit of experienced researchers and practitioners in the field.

Intelligent Audio, Speech, and Music Processing Applications

Author : Woon-Seng Gan
Publisher :
ISBN 13 : 9789774540745
Total Pages : 144 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Intelligent Audio, Speech, and Music Processing Applications by : Woon-Seng Gan

Download or read book Intelligent Audio, Speech, and Music Processing Applications written by Woon-Seng Gan and published by . This book was released on 2008-07-01 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of Research on Artificial Intelligence in Human Resource Management

Author : Strohmeier, Stefan
Publisher : Edward Elgar Publishing
ISBN 13 : 1839107537
Total Pages : 416 pages
Book Rating : 4.8/5 (391 download)

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Book Synopsis Handbook of Research on Artificial Intelligence in Human Resource Management by : Strohmeier, Stefan

Download or read book Handbook of Research on Artificial Intelligence in Human Resource Management written by Strohmeier, Stefan and published by Edward Elgar Publishing. This book was released on 2022-03-08 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: This cutting-edge Handbook offers a comprehensive introduction to the emerging research field of artificial intelligence (AI) in human resource management (HRM). Broadly mapping AI fields relevant for HR, it not only considers the more well-known areas of machine learning and natural language processing, but also lesser-known fields such as affective computing and robotic process automation.

Intelligent Speech Signal Processing

Author : Nilanjan Dey
Publisher : Academic Press
ISBN 13 : 0128181311
Total Pages : 209 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Intelligent Speech Signal Processing by : Nilanjan Dey

Download or read book Intelligent Speech Signal Processing written by Nilanjan Dey and published by Academic Press. This book was released on 2019-03-27 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

The Oxford Handbook of Voice Perception

Author : Sascha ühholz
Publisher : Oxford University Press, USA
ISBN 13 : 0198743181
Total Pages : 977 pages
Book Rating : 4.1/5 (987 download)

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Book Synopsis The Oxford Handbook of Voice Perception by : Sascha ühholz

Download or read book The Oxford Handbook of Voice Perception written by Sascha ühholz and published by Oxford University Press, USA. This book was released on 2019-01-29 with total page 977 pages. Available in PDF, EPUB and Kindle. Book excerpt: Speech perception has been the focus of innumerable studies over the past decades. While our abilities to recognize individuals by their voice state plays a central role in our everyday social interactions, limited scientific attention has been devoted to the perceptual and cerebral mechanisms underlying nonverbal information processing in voices. The Oxford Handbook of Voice Perception takes a comprehensive look at this emerging field and presents a selection of current research in voice perception. The forty chapters summarise the most exciting research from across several disciplines covering acoustical, clinical, evolutionary, cognitive, and computational perspectives. In particular, this handbook offers an invaluable window into the development and evolution of the 'vocal brain', and considers in detail the voice processing abilities of non-human animals or human infants. By providing a full and unique perspective on the recent developments in this burgeoning area of study, this text is an important and interdisciplinary resource for students, researchers, and scientific journalists interested in voice perception.