Multimedia Data Processing and Computing

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Publisher : CRC Press
ISBN 13 : 1000996492
Total Pages : 197 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Multimedia Data Processing and Computing by : Suman Kumar Swarnkar

Download or read book Multimedia Data Processing and Computing written by Suman Kumar Swarnkar and published by CRC Press. This book was released on 2023-11-28 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on different applications of multimedia with supervised and unsupervised data engineering in the modern world. It includes AI-based soft computing and machine techniques in the field of medical diagnosis, biometrics, networking, manufacturing, data science, automation in electronics industries, and many more relevant fields. Multimedia Data Processing and Computing provides a complete introduction to machine learning concepts, as well as practical guidance on how to use machine learning tools and techniques in real-world data engineering situations. It is divided into three sections. In this book on multimedia data engineering and machine learning, the reader will learn how to prepare inputs, interpret outputs, appraise discoveries, and employ algorithmic strategies that are at the heart of successful data mining. The chapters focus on the use of various machine learning algorithms, neural net- work algorithms, evolutionary techniques, fuzzy logic techniques, and deep learning techniques through projects, so that the reader can easily understand not only the concept of different algorithms but also the real-world implementation of the algorithms using IoT devices. The authors bring together concepts, ideas, paradigms, tools, methodologies, and strategies that span both supervised and unsupervised engineering, with a particular emphasis on multimedia data engineering. The authors also emphasize the need for developing a foundation of machine learning expertise in order to deal with a variety of real-world case studies in a variety of sectors such as biological communication systems, healthcare, security, finance, and economics, among others. Finally, the book also presents real-world case studies from machine learning ecosystems to demonstrate the necessary machine learning skills to become a successful practitioner. The primary users for the book include undergraduate and postgraduate students, researchers, academicians, specialists, and practitioners in computer science and engineering.

Multimedia Data Mining and Analytics

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Author :
Publisher : Springer
ISBN 13 : 3319149989
Total Pages : 454 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Multimedia Data Mining and Analytics by : Aaron K. Baughman

Download or read book Multimedia Data Mining and Analytics written by Aaron K. Baughman and published by Springer. This book was released on 2015-03-31 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides fresh insights into the cutting edge of multimedia data mining, reflecting how the research focus has shifted towards networked social communities, mobile devices and sensors. The work describes how the history of multimedia data processing can be viewed as a sequence of disruptive innovations. Across the chapters, the discussion covers the practical frameworks, libraries, and open source software that enable the development of ground-breaking research into practical applications. Features: reviews how innovations in mobile, social, cognitive, cloud and organic based computing impacts upon the development of multimedia data mining; provides practical details on implementing the technology for solving real-world problems; includes chapters devoted to privacy issues in multimedia social environments and large-scale biometric data processing; covers content and concept based multimedia search and advanced algorithms for multimedia data representation, processing and visualization.

Multimedia Data Processing and Computing

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Author :
Publisher : CRC Press
ISBN 13 : 1000996506
Total Pages : 232 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Multimedia Data Processing and Computing by : Suman Kumar Swarnkar

Download or read book Multimedia Data Processing and Computing written by Suman Kumar Swarnkar and published by CRC Press. This book was released on 2023-11-28 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on different applications of multimedia with supervised and unsupervised data engineering in the modern world. It includes AI-based soft computing and machine techniques in the field of medical diagnosis, biometrics, networking, manufacturing, data science, automation in electronics industries, and many more relevant fields. Multimedia Data Processing and Computing provides a complete introduction to machine learning concepts, as well as practical guidance on how to use machine learning tools and techniques in real-world data engineering situations. It is divided into three sections. In this book on multimedia data engineering and machine learning, the reader will learn how to prepare inputs, interpret outputs, appraise discoveries, and employ algorithmic strategies that are at the heart of successful data mining. The chapters focus on the use of various machine learning algorithms, neural net- work algorithms, evolutionary techniques, fuzzy logic techniques, and deep learning techniques through projects, so that the reader can easily understand not only the concept of different algorithms but also the real-world implementation of the algorithms using IoT devices. The authors bring together concepts, ideas, paradigms, tools, methodologies, and strategies that span both supervised and unsupervised engineering, with a particular emphasis on multimedia data engineering. The authors also emphasize the need for developing a foundation of machine learning expertise in order to deal with a variety of real-world case studies in a variety of sectors such as biological communication systems, healthcare, security, finance, and economics, among others. Finally, the book also presents real-world case studies from machine learning ecosystems to demonstrate the necessary machine learning skills to become a successful practitioner. The primary users for the book include undergraduate and postgraduate students, researchers, academicians, specialists, and practitioners in computer science and engineering.

Soft Computing for Image and Multimedia Data Processing

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Publisher : Springer Science & Business Media
ISBN 13 : 3642402550
Total Pages : 267 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Soft Computing for Image and Multimedia Data Processing by : Siddhartha Bhattacharyya

Download or read book Soft Computing for Image and Multimedia Data Processing written by Siddhartha Bhattacharyya and published by Springer Science & Business Media. This book was released on 2013-10-04 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: Proper analysis of image and multimedia data requires efficient extraction and segmentation techniques. Among the many computational intelligence approaches, the soft computing paradigm is best equipped with several tools and techniques that incorporate intelligent concepts and principles. This book is dedicated to object extraction, image segmentation, and edge detection using soft computing techniques with extensive real-life application to image and multimedia data. The authors start with a comprehensive tutorial on the basics of brain structure and learning, and then the key soft computing techniques, including evolutionary computation, neural networks, fuzzy sets and fuzzy logic, and rough sets. They then present seven chapters that detail the application of representative techniques to complex image processing tasks such as image recognition, lighting control, target tracking, object extraction, and edge detection. These chapters follow a structured approach with detailed explanations of the problems, solutions, results, and conclusions. This is both a standalone textbook for graduates in computer science, electrical engineering, system science, and information technology, and a reference for researchers and engineers engaged with pattern recognition, image processing, and soft computing.

Multimedia Data Engineering Applications and Processing

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Publisher : IGI Global
ISBN 13 : 146662941X
Total Pages : 350 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Multimedia Data Engineering Applications and Processing by : Chen, Shu-Ching

Download or read book Multimedia Data Engineering Applications and Processing written by Chen, Shu-Ching and published by IGI Global. This book was released on 2013-02-28 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a variety of media types, multimedia data engineering has emerged as a new opportunity to create techniques and tools that empower the development of the next generation of multimedia databases and information systems. Multimedia Data Engineering Applications and Processing presents different aspects of multimedia data engineering and management research. This collection of recent theories, technologies and algorithms brings together a detailed understanding of multimedia engineering and its applications. This reference source will be of essential use for researchers, scientists, professionals and software engineers in the field of multimedia.

Multimedia Systems

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Publisher : Springer Science & Business Media
ISBN 13 : 3662088789
Total Pages : 478 pages
Book Rating : 4.6/5 (62 download)

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Book Synopsis Multimedia Systems by : Ralf Steinmetz

Download or read book Multimedia Systems written by Ralf Steinmetz and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia Systems discusses the basic characteristics of multimedia operating systems, networking and communication, and multimedia middleware systems. The overall goal of the book is to provide a broad understanding of multimedia systems and applications in an integrated manner: a multimedia application and its user interface must be developed in an integrated fashion with underlying multimedia middleware, operating systems, networks, security, and multimedia devices. Fundamental characteristics of multimedia operating and distributed communication systems are presented, especially scheduling algorithms and other OS supporting approaches for multimedia applications with soft-real-time deadlines, multimedia file systems and servers with their decision algorithms for data placement, scheduling and buffer management, multimedia communication, transport, and streaming protocols, services with their error control, congestion control and other Quality of Service aware and adaptive algorithms, synchronization services with their skew control methods, and group communication with their group coordinating algorithms and other distributed services.

Video Data Compression for Multimedia Computing

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Publisher : Springer Science & Business Media
ISBN 13 : 1461562392
Total Pages : 430 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Video Data Compression for Multimedia Computing by : Hua Harry Li

Download or read book Video Data Compression for Multimedia Computing written by Hua Harry Li and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the past few years, we have been witnessing the rapid growth of the ap plications of Interactive Digital Video, Multimedia Computing, Desktop Video Teleconferencing, Virtual Reality, and High Definition Television (HDTV). An other information revolution which is tied to Cyberspace is almost within reach. The information, data, text, graphics, video, sound, etc. , in the form of multi media, can be requested, accessed, distributed, and transmitted to potentially every household. This is changing and will continue to change the way of people doing business, functioning in the society, and entertaining. In the foreseeable future, many personalized, portable information terminals, which can be car ried while traveling, will provide the link to central computer network to allow information exchange including videos from a node to node, from a center to a node, or nodes. Facing this opportunity, the question is what are the major significant technical challenges that people have to solve to push the-state-of-the-art for the realiza tion of the above mentioned technology advancement? From our professional judgement We feel that one of the major technical challenges is in Video Data Compression. Video communications in the form of desktop teleconferencing, videophone, network video delivery on demand, even games, are going to be major media traveling in the information super highway, hopping from one node in the Cyberspace to the other.

Big Data Analytics for Large-Scale Multimedia Search

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Publisher : John Wiley & Sons
ISBN 13 : 1119376971
Total Pages : 372 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis Big Data Analytics for Large-Scale Multimedia Search by : Stefanos Vrochidis

Download or read book Big Data Analytics for Large-Scale Multimedia Search written by Stefanos Vrochidis and published by John Wiley & Sons. This book was released on 2019-05-28 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: A timely overview of cutting edge technologies for multimedia retrieval with a special emphasis on scalability The amount of multimedia data available every day is enormous and is growing at an exponential rate, creating a great need for new and more efficient approaches for large scale multimedia search. This book addresses that need, covering the area of multimedia retrieval and placing a special emphasis on scalability. It reports the recent works in large scale multimedia search, including research methods and applications, and is structured so that readers with basic knowledge can grasp the core message while still allowing experts and specialists to drill further down into the analytical sections. Big Data Analytics for Large-Scale Multimedia Search covers: representation learning, concept and event-based video search in large collections; big data multimedia mining, large scale video understanding, big multimedia data fusion, large-scale social multimedia analysis, privacy and audiovisual content, data storage and management for big multimedia, large scale multimedia search, multimedia tagging using deep learning, interactive interfaces for big multimedia and medical decision support applications using large multimodal data. Addresses the area of multimedia retrieval and pays close attention to the issue of scalability Presents problem driven techniques with solutions that are demonstrated through realistic case studies and user scenarios Includes tables, illustrations, and figures Offers a Wiley-hosted BCS that features links to open source algorithms, data sets and tools Big Data Analytics for Large-Scale Multimedia Search is an excellent book for academics, industrial researchers, and developers interested in big multimedia data search retrieval. It will also appeal to consultants in computer science problems and professionals in the multimedia industry.

Recent Advancements in Multimedia Data Processing and Security: Issues, Challenges, and Techniques

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Publisher : IGI Global
ISBN 13 : 166847218X
Total Pages : 307 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Recent Advancements in Multimedia Data Processing and Security: Issues, Challenges, and Techniques by : Abd El-Latif, Ahmed A.

Download or read book Recent Advancements in Multimedia Data Processing and Security: Issues, Challenges, and Techniques written by Abd El-Latif, Ahmed A. and published by IGI Global. This book was released on 2023-09-28 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the age of social media dominance, a staggering amount of textual data floods our online spaces daily. While this wealth of information presents boundless opportunities for research and understanding human behavior, it also poses substantial challenges. The sheer volume of data overwhelms traditional processing methods, and harnessing its potential requires sophisticated tools. Furthermore, the need for ensuring data security and mitigating risks in the digital realm has never been more pressing. Academic scholars, researchers, and professionals grapple with these issues daily, seeking innovative solutions to unlock the true value of multimedia data while safeguarding privacy and integrity. Recent Advancements in Multimedia Data Processing and Security: Issues, Challenges, and Techniques is a groundbreaking book that serves as a beacon of light amidst the sea of data-related challenges. It offers a comprehensive solution by bridging the gap between academic research and practical applications. By delving into topics such as deep learning, emotion recognition, and high-dimensional text clustering, it equips scholars and professionals with the innovative tools and techniques they need to navigate the complex landscape of multimedia data.

Handbook of Multimedia Computing

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Publisher : CRC Press
ISBN 13 : 9780849318252
Total Pages : 998 pages
Book Rating : 4.3/5 (182 download)

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Book Synopsis Handbook of Multimedia Computing by : Borko Furht

Download or read book Handbook of Multimedia Computing written by Borko Furht and published by CRC Press. This book was released on 1998-09-29 with total page 998 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia computing has emerged as a major area of research. Coupled with high-speed networks, multimedia computer systems have opened a spectrum of new applications by combining a variety of information sources, such as voice, graphics, animation, images, audio, and video. Handbook on Multimedia Computing provides a comprehensive resource on advanced topics in this field, considered here as the integration of four industries: computer, communication, broadcasting/entertainment, and consumer electronics. This indispensable reference compiles contributions from 80 academic and industry leaders, examining all the major subsets of multimedia activity. Four parts divide the text: Basic Concepts and Standards introduces basic multimedia terminology, taxonomy, and concepts, including multimedia objects, user interfaces, and standards Multimedia Retrieval and Processing Techniques addresses various aspects of audio, image, and video retrieval; indexing; and processing techniques and systems Multimedia Systems and Techniques covers critical multimedia issues, such as multimedia synchronization, operating systems for multimedia, multimedia databases, storage organizations, and processor architectures Multimedia Communications and Networking discusses networking issues, such as quality of service, resource management, and video transport An indispensable reference, Handbook on Multimedia Computing covers every aspect of multimedia applications and technology. It gives you the tools you need to understand and work in this fast-paced, continuously changing field.

Intelligent Multimedia Data Analysis

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110552078
Total Pages : 196 pages
Book Rating : 4.1/5 (15 download)

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Book Synopsis Intelligent Multimedia Data Analysis by : Siddhartha Bhattacharyya

Download or read book Intelligent Multimedia Data Analysis written by Siddhartha Bhattacharyya and published by Walter de Gruyter GmbH & Co KG. This book was released on 2019-02-19 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume comprises eight well-versed contributed chapters devoted to report the latest findings on the intelligent approaches to multimedia data analysis. Multimedia data is a combination of different discrete and continuous content forms like text, audio, images, videos, animations and interactional data. At least a single continuous media in the transmitted information generates multimedia information. Due to these different types of varieties, multimedia data present varied degrees of uncertainties and imprecision, which cannot be easy to deal by the conventional computing paradigm. Soft computing technologies are quite efficient to handle the imprecision and uncertainty of the multimedia data and they are flexible enough to process the real-world information. Proper analysis of multimedia data finds wide applications in medical diagnosis, video surveillance, text annotation etc. This volume is intended to be used as a reference by undergraduate and post graduate students of the disciplines of computer science, electronics and telecommunication, information science and electrical engineering. THE SERIES: FRONTIERS IN COMPUTATIONAL INTELLIGENCE The series Frontiers In Computational Intelligence is envisioned to provide comprehensive coverage and understanding of cutting edge research in computational intelligence. It intends to augment the scholarly discourse on all topics relating to the advances in artifi cial life and machine learning in the form of metaheuristics, approximate reasoning, and robotics. Latest research fi ndings are coupled with applications to varied domains of engineering and computer sciences. This field is steadily growing especially with the advent of novel machine learning algorithms being applied to different domains of engineering and technology. The series brings together leading researchers that intend to continue to advance the fi eld and create a broad knowledge about the most recent state of the art.

Multimedia Big Data Computing for IoT Applications

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Publisher : Springer
ISBN 13 : 9811387591
Total Pages : 477 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Multimedia Big Data Computing for IoT Applications by : Sudeep Tanwar

Download or read book Multimedia Big Data Computing for IoT Applications written by Sudeep Tanwar and published by Springer. This book was released on 2019-07-17 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book considers all aspects of managing the complexity of Multimedia Big Data Computing (MMBD) for IoT applications and develops a comprehensive taxonomy. It also discusses a process model that addresses a number of research challenges associated with MMBD, such as scalability, accessibility, reliability, heterogeneity, and Quality of Service (QoS) requirements, presenting case studies to demonstrate its application. Further, the book examines the layered architecture of MMBD computing and compares the life cycle of both big data and MMBD. Written by leading experts, it also includes numerous solved examples, technical descriptions, scenarios, procedures, and algorithms.

Multimedia Data Mining and Knowledge Discovery

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Publisher : Springer Science & Business Media
ISBN 13 : 1846287995
Total Pages : 540 pages
Book Rating : 4.8/5 (462 download)

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Book Synopsis Multimedia Data Mining and Knowledge Discovery by : Valery A. Petrushin

Download or read book Multimedia Data Mining and Knowledge Discovery written by Valery A. Petrushin and published by Springer Science & Business Media. This book was released on 2007-10-20 with total page 540 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume provides an overview of multimedia data mining and knowledge discovery and discusses the variety of hot topics in multimedia data mining research. It describes the objectives and current tendencies in multimedia data mining research and their applications. Each part contains an overview of its chapters and leads the reader with a structured approach through the diverse subjects in the field.

Multimedia Computing

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Publisher : Cambridge University Press
ISBN 13 : 0521764513
Total Pages : 353 pages
Book Rating : 4.5/5 (217 download)

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Book Synopsis Multimedia Computing by : Gerald Friedland

Download or read book Multimedia Computing written by Gerald Friedland and published by Cambridge University Press. This book was released on 2014-07-28 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: This innovative textbook presents an experiential, holistic approach to multimedia computing along with practical algorithms.

Multimedia Tools and Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 1461313872
Total Pages : 403 pages
Book Rating : 4.4/5 (613 download)

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Book Synopsis Multimedia Tools and Applications by : Borko Furht

Download or read book Multimedia Tools and Applications written by Borko Furht and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia computing has emerged in the last few years as a major area of research. Multimedia computer systems have opened a wide range of applications by combining a variety of information sources, such as voice, graphics, animation, images, audio, and full-motion video. Looking at the big picture, multimedia can be viewed as the merging of three industries: the computer, communications, and broadcasting industries. Research and development efforts in multimedia computing can be divided into two areas. As the first area of research, much effort has been centered on the stand-alone multimedia workstation and associated software systems and tools, such as music composition, computer-aided education and training, and interactive video. However, the combination of multimedia computing with distributed systems offers even greater potential. New applications based on distributed multimedia systems include multimedia information systems, collaborative and videoconferencing systems, on-demand multimedia services, and distance learning. Multimedia Tools and Applications is one of two volumes published by Kluwer, both of which provide a broad introduction to this fast moving area. This book covers selected tools applied in multimedia systems and key multimedia applications. Topics presented include multimedia application development techniques, techniques for content-based manipulation of image databases, techniques for selection and dissemination of digital video, and tools for digital video segmentation. Selected key applications described in the book include multimedia news services, multimedia courseware and training, interactive television systems, digital video libraries, multimedia messaging systems, and interactive multimedia publishing systems. The second book, Multimedia Systems and Techniques, covers fundamental concepts and techniques used in multimedia systems. The topics include multimedia objects and related models, multimedia compression techniques and standards, multimedia interfaces, multimedia storage techniques, multimedia communication and networking, multimedia synchronization techniques, multimedia information systems, scheduling in multimedia systems, and video indexing and retrieval techniques. Multimedia Tools and Applications, along with its companion volume, is intended for anyone involved in multimedia system design and applications and can be used as a textbook for advanced courses on multimedia.

Quantum-Inspired Intelligent Systems for Multimedia Data Analysis

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Author :
Publisher : IGI Global
ISBN 13 : 1522552200
Total Pages : 329 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Quantum-Inspired Intelligent Systems for Multimedia Data Analysis by : Bhattacharyya, Siddhartha

Download or read book Quantum-Inspired Intelligent Systems for Multimedia Data Analysis written by Bhattacharyya, Siddhartha and published by IGI Global. This book was released on 2018-04-13 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: As multimedia data advances in technology and becomes more complex, the hybridization of soft computing tools allows for more robust and safe solutions in data processing and analysis. Quantum-Inspired Intelligent Systems for Multimedia Data Analysis provides emerging research on techniques used in multimedia information processing using intelligent paradigms including swarm intelligence, neural networks, and deep learning. While highlighting topics such as clustering techniques, neural network architecture, and text data processing, this publication explores the methods and applications of computational intelligent tools. This book is an important resource for academics, computer engineers, IT professionals, students, and researchers seeking current research in the field of multimedia data processing and quantum intelligent systems.

Multimedia Applications

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540408499
Total Pages : 268 pages
Book Rating : 4.4/5 (84 download)

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Book Synopsis Multimedia Applications by : Ralf Steinmetz

Download or read book Multimedia Applications written by Ralf Steinmetz and published by Springer Science & Business Media. This book was released on 2004-03-11 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia Applications discusses the basic characteristics of multimedia document handling, programming, security, human computer interfaces, and multimedia application services. The overall goal of the book is to provide a broad understanding of multimedia systems and applications in an integrated manner. A user enjoys a multimedia application only if all pieces of the end-to-end solution fit together. This means that a multimedia application and its user interface must be developed in an integrated fashion with underlying multimedia middleware, operating systems, networks, security, and multimedia devices. In this book we will present fundamental information and properties of hypermedia document handling, multimedia security and various aspects of multimedia applications. Especially of interest to the readers will be information about document handling and their standards, programming of multimedia applications, design of multimedia information at human computer interfaces, multimedia security challenges such as encryption and watermarking, multimedia in education, as well as multimedia applications to assist preparation, processing and application of multimedia content. Ralf Steinmetz is Professor of Multimedia Communications at the Technische Universität Darmstadt, Germany, and he is chairman of the Board of the Telemedia Center httc.. Together with more than 20 researchers, he is working towards his vision of "truly seamless multimedia communications". He has co-authored over 200 refereed publications, serves as a member of the board of numerous professional committees, is an ICCC Governor, and is a Fellow of both the IEEE and the ACM. Klara Nahrstedt is the Ralph and Catherine Fisher Professor at the department of Computer Science, University of Illinois at Urban-Champagne, USA. She is an expert in the area of multimedia systems and networks and focuses on quality of service management problems. Currently, she serves as the editor-in-chief of the ACM/Springer Multimedia Systems Journal.