Multimedia Data Mining and Knowledge Discovery

Part I. Introduction

1. Introduction into Multimedia Data Mining and Knowledge Discovery
Valery A. Petrushin

2. Multimedia Data Mining: An Overview
Nilesh Patel, Ishwar Sethi

Part II. Multimedia Data Exploration and Visualization

3. A New Hierarchical Approach for Image Clustering
Lei Wang, Latifur Khan

4. Multiresolution Clustering of Time Series and Application to Images
Jessica Lin, Michail Vlachos, Eamonn Keogh, Dimitrios Gunopulos

5. Mining Rare and Frequent Events in Multi-camera Surveillance Video
Valery A. Petrushin

6. Density-Based Data Analysis and Similarity Search
Stefan Brecheisen, Hans-Peter Kriegel, Peer Kr?ger, Martin Pfeifle, Matthias Schubert, Arthur Zimek

7. Feature Selection for Classification of Variable Length Multiattribute Motions
Chuanjun Li, Latifur Khan, Balakrishnan Prabhakaran

Part III. Multimedia Data Indexing and Retrieval

8. FAST: Fast and Semantics-Tailored Image Retrieval
Ruofei Zhang, Zhongfei (Mark) Zhang

9. New Image Retrieval Principle: Image Mining and Visual Ontology
Marinette Bouet, Marie-Aude Aufaure

10. Visual Alphabets: Video Classification by End Users
Menno Israël, Egon L. van den Broek, Peter van der Putten, Marten J. den Uyl

Part IV. Multimedia Data Modeling and Evaluation

11. Cognitively Motivated Novelty Detection in Video Data Streams
James M. Kang, Muhammad Aurangzeb Ahmad, Ankur Teredesai, Roger Gaborski

12. Video Event Mining via Multimodal Content Analysis and Classification
Min Chen, Shu-Ching Chen, Mei-Ling Shyu, Chengcui Zhang

13. Exploiting Spatial Transformations for Identifying Mappings in Hierarchical Media Data
K. Selçuk Candan, Jong Wook Kim, Huan Liu, Reshma Suvarna, Nitin Agarwal

14. A Novel Framework for Semantic Image Classification and Benchmark Via Salient Objects
Yuli Gao, Hangzai Luo, Jianping Fan

15. Extracting Semantics Through Dynamic Context
Xin Li, William Grosky, Nilesh Patel, Farshad Fotouhi

16. Mining Image Content by Aligning Entropies with an Exemplar
Clark F. Olson

17. More Efficient Mining Over Heterogeneous Data Using Neural Expert Networks
Sergio A. Alvarez, Carolina Ruiz, Takeshi Kawato

18. A Data Mining Approach to Expressive Music Performance Modeling
Rafael Ramirez, Amaury Hazan, Esteban Maestre, Xavier Serra

Part V. Applications and Case Studies

19. Supporting Virtual Workspace Design Through Media Mining and Reverse Engineering
Simeon J. Simoff, Robert P. Biuk-Aghai

20. A Time-Constrained Sequential Pattern Mining for Extracting Semantic Events in Videos
Kimiaki Shirahama, Koichi Ideno, Kuniaki Uehara

21. Multiple-Sensor People Localization in an Office Environment
Gang Wei, Valery A. Petrushin, Anatole V. Gershman

22. Multimedia Data Mining Framework for Banner Images
Qin Ding, Charles Daniel

23. Analyzing User’s Behavior on a Video Database
Sylvain Mongy, Fatma Bouali, Chabane Djeraba

24. On SVD-Free Latent Semantic Indexing for Iris Recognition of Large Databases
Pavel Praks, Libor Machala, Václav Snášel

25. Mining Knowledge in Computer Tomography Image Databases
Daniela Stan Raicu

Nyckelord: Computer Science, Multimedia Information Systems, Information Storage and Retrieval, Information Systems Applications (incl.Internet), Data Storage Representation, Data Structures, Image Processing and Computer Vision