Data management for multimedia retrieval / K. Selçuk Candan, Maria Luisa Sapino.

Format:

Book

Author/Creator:

Candan, K. Selçuk (Kasim Selçuk), author.

Sapino, Maria Luisa, author.

Language:

English

Subjects (All):

Multimedia systems.

Database management.

Physical Description:

1 online resource (x, 489 pages) : digital, PDF file(s).

Place of Publication:

Cambridge : Cambridge University Press, 2010.

Language Note:

English

Summary:

Multimedia 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:

Introduction: multimedia applications and data management requirements

Models for multimedia data

Common representations of multimedia features

Feature quality and independence: why and how?

Indexing, search, and retrieval of sequences

Indexing, search, and retrieval of graphs and trees

Indexing, search, and retrieval of vectors

Clustering techniques

Classification

Ranked retrieval

Evaluation of retrieval

User relevance feedback and collaborative filtering.

Notes:

Title from publisher's bibliographic system (viewed on 05 Oct 2015).

Includes bibliographical references (p. 427-472) and index.

ISBN:

1-107-21163-8

0-511-78163-6

1-282-74917-X

9786612749179

0-511-90109-7

0-511-90188-7

0-511-79873-3

0-511-79733-8

0-511-90030-9

OCLC:

659500250