Multimedia Mining

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Multimedia Data Mining

Author : Zhongfei Zhang
Publisher : CRC Press
ISBN 13 : 9781584889670
Total Pages : 320 pages
Book Rating : 4.8/5 (896 download)

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Book Synopsis Multimedia Data Mining by : Zhongfei Zhang

Download or read book Multimedia Data Mining written by Zhongfei Zhang and published by CRC Press. This book was released on 2008-12-02 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collecting the latest developments in the field, Multimedia Data Mining: A Systematic Introduction to Concepts and Theory defines multimedia data mining, its theory, and its applications. Two of the most active researchers in multimedia data mining explore how this young area has rapidly developed in recent years. The book first discusses the theoretical foundations of multimedia data mining, presenting commonly used feature representation, knowledge representation, statistical learning, and soft computing techniques. It then provides application examples that showcase the great potential of multimedia data mining technologies. In this part, the authors show how to develop a semantic repository training method and a concept discovery method in an imagery database. They demonstrate how knowledge discovery helps achieve the goal of imagery annotation. The authors also describe an effective solution to large-scale video search, along with an application of audio data classification and categorization. This novel, self-contained book examines how the merging of multimedia and data mining research can promote the understanding and advance the development of knowledge discovery in multimedia data.

Multimedia Mining

Author : Chabane Djeraba
Publisher : Springer Science & Business Media
ISBN 13 : 1461511410
Total Pages : 242 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Multimedia Mining by : Chabane Djeraba

Download or read book Multimedia Mining written by Chabane Djeraba and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimedia Mining: A Highway to Intelligent Multimedia Documents brings together experts in digital media content analysis, state-of-art data mining and knowledge discovery in multimedia database systems, knowledge engineers and domain experts from diverse applied disciplines. Multimedia documents are ubiquitous and often required, if not essential, in many applications today. This phenomenon has made multimedia documents widespread and extremely large. There are tools for managing and searching within these collections, but the need for tools to extract hidden useful knowledge embedded within multimedia objects is becoming pressing and central for many decision-making applications. The tools needed today are tools for discovering relationships between objects or segments within multimedia document components, such as classifying images based on their content, extracting patterns in sound, categorizing speech and music, and recognizing and tracking objects in video streams.

Multimedia Data Mining and Knowledge Discovery

Author : Valery A. Petrushin
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.

Managing and Mining Multimedia Databases

Author : Bhavani Thuraisingham
Publisher : CRC Press
ISBN 13 : 1420042556
Total Pages : 352 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Managing and Mining Multimedia Databases by : Bhavani Thuraisingham

Download or read book Managing and Mining Multimedia Databases written by Bhavani Thuraisingham and published by CRC Press. This book was released on 2001-06-28 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is now so much data on the Web that managing it with conventional tools is becoming almost impossible. To manage this data, provide interoperability and warehousing between multiple data sources and systems, and extract information from the databases and warehouses, various tools are being developed. In fact, developments in multimedia database management have exploded during the past decade. To date, however, there has been little information available on providing a complete set of services for multimedia databases, including their management, mining, and integration on the Web for electronic enterprises. Managing and Mining Multimedia Databases fills that gap. Focusing on managing and mining multimedia databases for electronic commerce and business, it explores database management system techniques for text, image, audio, and video databases. It addresses the issues and challenges of mining multimedia databases to extract information, and discusses the directions and challenges related to integrating multimedia databases for the Web, particularly for e-business. This book provides a comprehensive overview of multimedia data management and mining technologies, from the underlying concepts, architectures, and data models for multimedia database systems to the technologies that support multimedia data management on the Web, privacy issues, and emerging standards, prototypes, and products. Designed for technical managers, executives, and technologists, it offers your only opportunity to learn about both multimedia data management and multimedia data mining within a single book.

Semantic Mining Technologies for Multimedia Databases

Author : Tao, Dacheng
Publisher : IGI Global
ISBN 13 : 1605661899
Total Pages : 550 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Semantic Mining Technologies for Multimedia Databases by : Tao, Dacheng

Download or read book Semantic Mining Technologies for Multimedia Databases written by Tao, Dacheng and published by IGI Global. This book was released on 2009-04-30 with total page 550 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides an introduction to recent techniques in multimedia semantic mining necessary to researchers new to the field.

Mining Multimedia Documents

Author : Wahiba Ben Abdessalem Karaa
Publisher : CRC Press
ISBN 13 : 1315399733
Total Pages : 227 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Mining Multimedia Documents by : Wahiba Ben Abdessalem Karaa

Download or read book Mining Multimedia Documents written by Wahiba Ben Abdessalem Karaa and published by CRC Press. This book was released on 2017-04-21 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: The information age has led to an explosion in the amount of information available to the individual and the means by which it is accessed, stored, viewed, and transferred. In particular, the growth of the internet has led to the creation of huge repositories of multimedia documents in a diverse range of scientific and professional fields, as well as the tools to extract useful knowledge from them. Mining Multimedia Documents is a must-read for researchers, practitioners, and students working at the intersection of data mining and multimedia applications. It investigates various techniques related to mining multimedia documents based on text, image, and video features. It provides an insight into the open research problems benefitting advanced undergraduates, graduate students, researchers, scientists and practitioners in the fields of medicine, biology, production, education, government, national security and economics.

Data Mining

Author : Sushmita Mitra
Publisher : John Wiley & Sons
ISBN 13 : 0471474886
Total Pages : 423 pages
Book Rating : 4.4/5 (714 download)

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Book Synopsis Data Mining by : Sushmita Mitra

Download or read book Data Mining written by Sushmita Mitra and published by John Wiley & Sons. This book was released on 2005-01-21 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: First title to ever present soft computing approaches and their application in data mining, along with the traditional hard-computing approaches Addresses the principles of multimedia data compression techniques (for image, video, text) and their role in data mining Discusses principles and classical algorithms on string matching and their role in data mining

Mining Multimedia and Complex Data

Author : Osmar R. Zaiane
Publisher : Springer
ISBN 13 : 3540396667
Total Pages : 284 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Mining Multimedia and Complex Data by : Osmar R. Zaiane

Download or read book Mining Multimedia and Complex Data written by Osmar R. Zaiane and published by Springer. This book was released on 2003-10-23 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: 1 WorkshopTheme Digital multimedia di?ers from previous forms of combined media in that the bits that represent text, images, animations, and audio, video and other signals can be treated as data by computer programs. One facet of this diverse data in termsofunderlyingmodelsandformatsisthatitissynchronizedandintegrated, hence it can be treated as integral data records. Such records can be found in a number of areas of human endeavour. Modern medicine generates huge amounts of such digital data. Another - ample is architectural design and the related architecture, engineering and c- struction (AEC) industry. Virtual communities (in the broad sense of this word, which includes any communities mediated by digital technologies) are another example where generated data constitutes an integral data record. Such data may include data about member pro?les, the content generated by the virtual community, and communication data in di?erent formats, including e-mail, chat records, SMS messages, videoconferencing records. Not all multimedia data is so diverse. An example of less diverse data, but data that is larger in terms of the collected amount, is that generated by video surveillance systems, where each integral data record roughly consists of a set of time-stamped images – the video frames. In any case, the collection of such in- gral data records constitutes a multimedia data set. The challenge of extracting meaningful patterns from such data sets has led to the research and devel- ment in the area of multimedia data mining.

Empowering Multimedia with Data Mining and Data Warehousing

Author : C P Agrawal
Publisher : Educreation Publishing
ISBN 13 :
Total Pages : 122 pages
Book Rating : 4./5 ( download)

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Book Synopsis Empowering Multimedia with Data Mining and Data Warehousing by : C P Agrawal

Download or read book Empowering Multimedia with Data Mining and Data Warehousing written by C P Agrawal and published by Educreation Publishing. This book was released on 2018-05-30 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an endeavor to share the journey of implementing the wonderful applications of Data Mining & Warehousing to Multimedia. Personally we came across this during the process of evaluating new tools to be included in the post graduate study curricula of the University we are working in. Soon it became a friendly affair to see the power, potential and ease of empowering the Multimedia databases with concepts of data mining. It has become powerful in rediscovering the hidden values in data base and soon in data warehouse, equally efficiently. The Data mining is a powerful new technology with great potential focusing on the most important information in their data warehouses. It involves extraction of hidden predictive information from large databases with ease and efficiency. Data Warehouse is a relational database that is designed for query and analysis rather than for transaction processing. The model of applying multimedia mining in different multimedia types due to much higher complexity. The main issues are huge volumes of data that too of variable and heterogeneous multimedia type. It becomes more complicated due to the fact that the multimedia content meaning is subjective. This book covers issues involved in understanding and implementing the Data Mining & Data Warehousing specific to Multimedia contents. Bhopal Meena Agrawal 17-10-2017 C P Agrawal Adesh Pandey

Video Mining

Author : Azriel Rosenfeld
Publisher : Springer Science & Business Media
ISBN 13 : 1475769288
Total Pages : 345 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Video Mining by : Azriel Rosenfeld

Download or read book Video Mining written by Azriel Rosenfeld and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditionally, scientific fields have defined boundaries, and scientists work on research problems within those boundaries. However, from time to time those boundaries get shifted or blurred to evolve new fields. For instance, the original goal of computer vision was to understand a single image of a scene, by identifying objects, their structure, and spatial arrangements. This has been referred to as image understanding. Recently, computer vision has gradually been making the transition away from understanding single images to analyzing image sequences, or video Video understanding deals with understanding of video understanding. sequences, e.g., recognition of gestures, activities, facial expressions, etc. The main shift in the classic paradigm has been from the recognition of static objects in the scene to motion-based recognition of actions and events. Video understanding has overlapping research problems with other fields, therefore blurring the fixed boundaries. Computer graphics, image processing, and video databases have obvi ous overlap with computer vision. The main goal of computer graphics is to generate and animate realistic looking images, and videos. Re searchers in computer graphics are increasingly employing techniques from computer vision to generate the synthetic imagery. A good exam pIe of this is image-based rendering and modeling techniques, in which geometry, appearance, and lighting is derived from real images using computer vision techniques. Here the shift is from synthesis to analy sis followed by synthesis. Image processing has always overlapped with computer vision because they both inherently work directly with images.

Social Network Mining, Analysis, and Research Trends: Techniques and Applications

Author : Ting, I-Hsien
Publisher : IGI Global
ISBN 13 : 1613505140
Total Pages : 430 pages
Book Rating : 4.6/5 (135 download)

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Book Synopsis Social Network Mining, Analysis, and Research Trends: Techniques and Applications by : Ting, I-Hsien

Download or read book Social Network Mining, Analysis, and Research Trends: Techniques and Applications written by Ting, I-Hsien and published by IGI Global. This book was released on 2011-12-31 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book covers current research trends in the area of social networks analysis and mining, sharing research from experts in the social network analysis and mining communities, as well as practitioners from social science, business, and computer science"--Provided by publisher.

Mining Multimedia Documents

Author : Wahiba Ben Abdessalem Karaa
Publisher : CRC Press
ISBN 13 : 1315399725
Total Pages : 340 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Mining Multimedia Documents by : Wahiba Ben Abdessalem Karaa

Download or read book Mining Multimedia Documents written by Wahiba Ben Abdessalem Karaa and published by CRC Press. This book was released on 2017-04-21 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: The information age has led to an explosion in the amount of information available to the individual and the means by which it is accessed, stored, viewed, and transferred. In particular, the growth of the internet has led to the creation of huge repositories of multimedia documents in a diverse range of scientific and professional fields, as well as the tools to extract useful knowledge from them. Mining Multimedia Documents is a must-read for researchers, practitioners, and students working at the intersection of data mining and multimedia applications. It investigates various techniques related to mining multimedia documents based on text, image, and video features. It provides an insight into the open research problems benefitting advanced undergraduates, graduate students, researchers, scientists and practitioners in the fields of medicine, biology, production, education, government, national security and economics.

Data Mining on Multimedia Data

Author : Petra Perner
Publisher : Springer
ISBN 13 : 3540362827
Total Pages : 138 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Data Mining on Multimedia Data by : Petra Perner

Download or read book Data Mining on Multimedia Data written by Petra Perner and published by Springer. This book was released on 2003-07-01 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: Despite being a young field of research and development, data mining has proved to be a successful approach to extracting knowledge from huge collections of structured digital data collection as usually stored in databases. Whereas data mining was done in early days primarily on numerical data, nowadays multimedia and Internet applications drive the need to develop data mining methods and techniques that can work on all kinds of data such as documents, images, and signals. This book introduces the basic concepts of mining multimedia data and demonstrates how to apply these methods in various application fields. It is written for students, ambitioned professionals from industry and medicine, and for scientists who want to contribute R&D work to the field or apply this new technology.

ADVANCED DATA MINING

Author : Dr.V.Vijayalakshmi
Publisher : SK Research Group of Companies
ISBN 13 : 9395341750
Total Pages : 161 pages
Book Rating : 4.3/5 (953 download)

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Book Synopsis ADVANCED DATA MINING by : Dr.V.Vijayalakshmi

Download or read book ADVANCED DATA MINING written by Dr.V.Vijayalakshmi and published by SK Research Group of Companies. This book was released on 2023-05-24 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dr.V.Vijayalakshmi, Assistant Professor & Head, PG & Research Department of Computer Science, Government Arts College, Ariyalur, Tamil Nadu, India. Mr.R.Senthamizh Selvan, Assistant Professor, PG & Research Department of Computer Science, Government Arts College, Ariyalur, Tamil Nadu, India.

Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes

Author : Karâa, Wahiba Ben Abdessalem
Publisher : IGI Global
ISBN 13 : 1466688122
Total Pages : 335 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes by : Karâa, Wahiba Ben Abdessalem

Download or read book Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes written by Karâa, Wahiba Ben Abdessalem and published by IGI Global. This book was released on 2015-11-03 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every second, users produce large amounts of image data from medical and satellite imaging systems. Image mining techniques that are capable of extracting useful information from image data are becoming increasingly useful, especially in medicine and the health sciences. Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes addresses major techniques regarding image processing as a tool for disease identification and diagnosis, as well as treatment recommendation. Highlighting current research intended to advance the medical field, this publication is essential for use by researchers, advanced-level students, academicians, medical professionals, and technology developers. An essential addition to the reference material available in the field of medicine, this timely publication covers a range of applied research on data mining, image processing, computational simulation, data visualization, and image retrieval.

Multimedia Information Extraction

Author : Mark T. Maybury
Publisher : John Wiley & Sons
ISBN 13 : 111821952X
Total Pages : 436 pages
Book Rating : 4.1/5 (182 download)

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Book Synopsis Multimedia Information Extraction by : Mark T. Maybury

Download or read book Multimedia Information Extraction written by Mark T. Maybury and published by John Wiley & Sons. This book was released on 2012-07-11 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advent of increasingly large consumer collections of audio (e.g., iTunes), imagery (e.g., Flickr), and video (e.g., YouTube) is driving a need not only for multimedia retrieval but also information extraction from and across media. Furthermore, industrial and government collections fuel requirements for stock media access, media preservation, broadcast news retrieval, identity management, and video surveillance. While significant advances have been made in language processing for information extraction from unstructured multilingual text and extraction of objects from imagery and video, these advances have been explored in largely independent research communities who have addressed extracting information from single media (e.g., text, imagery, audio). And yet users need to search for concepts across individual media, author multimedia artifacts, and perform multimedia analysis in many domains. This collection is intended to serve several purposes, including reporting the current state of the art, stimulating novel research, and encouraging cross-fertilization of distinct research disciplines. The collection and integration of a common base of intellectual material will provide an invaluable service from which to teach a future generation of cross disciplinary media scientists and engineers.

Big Data Analytics for Large-Scale Multimedia Search

Author : Stefanos Vrochidis
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.