Skip to main content
  • Book
  • © 2007

Multimedia Data Mining and Knowledge Discovery

  • Presents the most up-to-date overview of state of the art in multimedia data mining and knowledge discovery

Buy it now

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access

This is a preview of subscription content, log in via an institution to check for access.

Table of contents (25 chapters)

  1. Front Matter

    Pages I-XV
  2. Introduction

    1. Front Matter

      Pages I-XV
    2. Multimedia Data Mining: An Overview

      • Nilesh Patel, Ishwar Sethi
      Pages 14-41
  3. Multimedia Data Exploration and Visualization

    1. Front Matter

      Pages I-XV
    2. A New Hierarchical Approach for Image Clustering

      • Lei Wang, Latifur Khan
      Pages 41-57
    3. Multiresolution Clustering of Time Series and Application to Images

      • Jessica Lin, Michail Vlachos, Eamonn Keogh, Dimitrios Gunopulos
      Pages 58-79
    4. Density-Based Data Analysis and Similarity Search

      • Stefan Brecheisen, Hans-Peter Kriegel, Peer KrÅ‘ger, Martin Pfeifle, Matthias Schubert, Arthur Zimek
      Pages 94-115
    5. Feature Selection for Classification of Variable Length Multiattribute Motions

      • Chuanjun Li, Latifur Khan, Balakrishnan Prabhakaran
      Pages 116-137
  4. Multimedia Data Indexing and Retrieval

    1. Front Matter

      Pages I-XV
    2. FAST: Fast and Semantics-Tailored Image Retrieval

      • Ruofei Zhang, Zhongfei (Mark) Zhang
      Pages 141-167
    3. New Image Retrieval Principle: Image Mining and Visual Ontology

      • Marinette Bouet, Marie-Aude Aufaure
      Pages 168-184
    4. Visual Alphabets: Video Classification by End Users

      • Menno Israël, Egon L. van den Broek, Peter van der Putten, Marten J. den Uyl
      Pages 185-206
  5. Multimedia Data Modeling and Evaluation

    1. Front Matter

      Pages I-XV
    2. Cognitively Motivated Novelty Detection in Video Data Streams

      • James M. Kang, Muhammad Aurangzeb Ahmad, Ankur Teredesai, Roger Gaborski
      Pages 209-233
    3. Video Event Mining via Multimodal Content Analysis and Classification

      • Min Chen, Shu-Ching Chen, Mei-Ling Shyu, Chengcui Zhang
      Pages 234-258
    4. Exploiting Spatial Transformations for Identifying Mappings in Hierarchical Media Data

      • K. Selçuk Candan, Jong Wook Kim, Huan Liu, Reshma Suvarna, Nitin Agarwal
      Pages 259-290
    5. Extracting Semantics Through Dynamic Context

      • Xin Li, William Grosky, Nilesh Patel, Farshad Fotouhi
      Pages 307-324

About this book

This tightly-edited collection of papers from leading researchers worldwide provides an overview of the current state-of-the-art in the field of multimedia data mining and knowledge discovery, and discusses the variety of hot topics in multimedia data mining research.

Consisting of an introductory section and four topical parts, the book 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.

Written with graduates in mind, this much needed comprehensive reflection of the current state of multimedia data mining and knowledge discovery will also be a valuable resource for researchers in the field.

This book provides an overview of the current state of the art in the field of multimedia data mining and knowledge discovery, and discusses the variety of hot topics in multimedia data mining research.

Topics and Features: - Features a comprehensive introduction to multimedia data mining and its relevance today; - presents a global perspective of the field and its various components; - provides broad, yet thorough and detailed coverage of the subject; - numerous chapters reference websites with supplementary materials and demonstrations; - explores multimedia data exploration, multimedia data modeling and evaluation, and visualization; - offers an entire part devoted to applications and case studies.

Written with graduate students in mind, this much needed comprehensive survey of the current state of multimedia data mining and knowledge discovery will also serve as a valuable resource for researchers with interests in multimedia data mining, summarization, indexing, and retrieval.

Reviews

From the reviews:

"The editors make a cogent argument in their preface as to the critical need for books such as this; namely, with the ever-decreasing costs and inversely proportional increasing size of storage and memory chips, massive multimedia (and speech) collections are no longer the sole domain of professional studios… This book brings to light the great variety of technologies and applications for multimedia data mining and is sure to be of interest to academic researchers and industrial practitioners alike." (Michael Goldberg, ACM Computing Reviews, Vol. 49 (11), November 2008)

"The book … cover the broad area of multimedia data mining and knowledge discovery. It consists of five parts in 25 chapters. In each chapter, leading researchers from academia or industry report their research work on selected topics, which are extended from papers presented at the Multimedia Data Mining Workshops in 2003 and 2004. … the book is suitable for scientists, engineers, and senior graduate students who work in related fields." (Jie Yu, Journal of Electronic Imaging, Vol. 17 (4), October-December, 2008)

Editors and Affiliations

  • Accenture Technology Labs, Accenture Ltd, Chicago, USA

    Valery A. Petrushin

  • School of Forest Resources and Conservation, University of Florida, Richardson, USA

    Latifur Khan

Bibliographic Information

Buy it now

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access