Data Management for Multimedia RetrievalMultimedia data require specialised management techniques because the representations of colour, time, semantic concepts, and other underlying information can be drastically different from one another. This textbook on multimedia data management techniques gives a unified perspective on retrieval efficiency and effectiveness. It provides a comprehensive treatment, from basic to advanced concepts, that will be useful to readers of different levels, from advanced undergraduate and graduate students to researchers and to professionals. After introducing models for multimedia data (images, video, audio, text, and web) and for their features, such as colour, texture, shape, and time, the book presents data structures and algorithms that help store, index, cluster, classify, and access common data representations. The authors also introduce techniques, such as relevance feedback and collaborative filtering, for bridging the 'semantic gap' and present the applications of these to emerging topics, including web and social networking. |
Contents
| 1 | |
2 Models for Multimedia Data | 20 |
3 Common Representations of Multimedia Features | 99 |
4 Feature Quality and Independence | 143 |
5 Indexing Search and Retrieval of Sequences | 181 |
6 Indexing Search and Retrieval of Graphs and Trees | 208 |
7 Indexing Search and Retrieval of Vectors | 235 |
8 Clustering Techniques | 271 |
Other editions - View all
Data Management for Multimedia Retrieval K. Selçuk Candan,Maria Luisa Sapino No preview available - 2010 |
Common terms and phrases
algorithm applications approach classification cluster collaborative filtering color computed corresponding curve data objects data points data structures decision tree defined denote described distribution document dominant edge edit distance efficient eigenvectors example feature Figure function fuzzy given graph hash histogram identify IEEE Trans index structures input International Conference iteration Jazzanova KD-tree keyword leverage linear mapping matching matrix measure media objects metric spaces multidimensional multimedia multimedia data multimedia database nearest neighbor search nodes number of dimensions observations operations optimal pair partitions Pattern Petri net pixels predicates priority queue probabilistic probability problem Proceedings pruning quadtree query optimizer query processing R-tree random rank region relation relationships relevance feedback represented retrieval Sapino scheme score Section selected semantic sequence SIGMOD similarity skyline spatial specific string techniques temporal texture tion tuples vector space weights