Foundations of Large-scale Multimedia Information Management and Retrieval : Mathematics of Perception
Language: English
Published by Springer, 2014
- Softcover
- Used

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- Title
- Foundations of Large-scale Multimedia Information Management and Retrieval : Mathematics of Perception
- Author
- Chang, Edward Y.
- Publisher
- Springer
- Publication year
- 2014
- Condition
- As New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 3642441289
- ISBN 13
- 9783642441288
"Foundations of Large-Scale Multimedia Information Management and Retrieval: Mathematics of Perception" covers knowledge representation and semantic analysis of multimedia data and scalability in signal extraction, data mining, and indexing. The book is divided into two parts: Part I - Knowledge Representation and Semantic Analysis focuses on the key components of mathematics of perception as it applies to data management and retrieval. These include feature selection/reduction, knowledge representation, semantic analysis, distance function formulation for measuring similarity, and multimodal fusion. Part II - Scalability Issues presents indexing and distributed methods for scaling up these components for high-dimensional data and Web-scale datasets. The book presents some real-world applications and remarks on future research and development directions.
The book is designed for researchers, graduate students, and practitioners in the fields of Computer Vision, Machine Learning, Large-scale Data Mining, Database, and Multimedia Information Retrieval.
Dr. Edward Y. Chang was a professor at the Department of Electrical & Computer Engineering, University of California at Santa Barbara, before he joined Google as a research director in 2006. Dr. Chang received his M.S. degree in Computer Science and Ph.D degree in Electrical Engineering, both from Stanford University.
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