Intelligent Big Multimedia Databases

Description

Multimedia databases address a growing number of commercially important applications such as media on demand, surveillance systems and medical systems. The book presents essential and relevant techniques and algorithms to develop and implement large multimedia database systems. The traditional relational database model is based on a relational algebra that is an offshoot of first-order logic and of the algebra of sets. The simple relational model is not powerful enough to address multimedia data. Because of this, multimedia databases are categorized into many major areas. Each of these areas are now so extensive that a major understanding of the mathematical core concepts requires the study of different fields such as information retrieval, digital image processing, feature extraction, fractals, machine learning, neuronal networks and high-dimensional indexing. This book unifies the essential concepts and recent algorithms into a single comprehensive volume. Contents:IntroductionMultimedia DatabasesTransform FunctionsCompressionFeature ExtractionLow Dimensional IndexingApproximative IndexingHigh Dimensional IndexingDealing with Text DatabasesStatistical Supervised Machine LearningMultimodal FusionSoftware ArchitectureMultimedia Databases in Medicine Readership: Professionals, academics, researchers and graduate students in databases, artificial intelligence, pattern recognition and neural networks. Keywords:Big Data;Content-Based Multimedia Retrieval;Wavelets;Compression;Feature Extractopm;High-Dimensional Indexing;Information Retrieval;Machine Learning

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  Intelligent Big Multimedia Databases

  • 2015
  • 305 pages
  • Paperback
  • World Scientific Publishing Company

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