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Instructor: Office: Engineering Building, Room 4419 Phone: 703-993-4693 Email: jessica [AT] cs [DOT] gmu [DOT] edu Office Hours: Wednesday 1-3pm Classes Thursday Prerequisite: INFS 755 or CS 750, or permission of instructor. Some programming skills required. Textbooks Required You will be given reading materials during the class. Optional Data Mining: Concepts and Techniques, 2nd Edition, Morgan Kauffmann Publishers, March 2006. ISBN 1-55860-901-6. Course Description: This course covers advanced techniques for data management, learning, and mining large multimedia databases. Issues related to handling such data including feature selection, compression, high dimensional indexing, interactive search and information retrieval, pattern discovery, and scalability to large datasets are discussed. Mining techniques and data types to be covered include texts/web, images, videos, DNA, temporal, spatial, spatiotemporal databases, stream mining and data visualization. Grading Grading will be based on assignments, midterm, final, and a project. Tentative Schedule
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Reading Materials:
1. Christian Bohm, Stefan Berchtold, and Daniel A. Keim. 2001. Searching in High-Dimensional Spaces - Index Structures for Improving the Performance of Multimedia Databases. ACM Comput. Surv. 33, 3 (September 2001), 322-373.
2. Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze. 2008. Introduction to Information Retrieval. Chapter 13 & 14.
3. Scott Deerwester, Susan Dumais, Richard Harshman. 1990. Indexing by latent semantic analysis. Journal of the American society for information science.
4. Brin, S. and L. Page (1998). Anatomy of a Large-Scale Hypertextual Web Search Engine. 7th Intl World Wide Web Conf.
5. Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze. 2008. Introduction to Information Retrieval. Chapter 19 & 21.
6. Chotirat Ann Ratanamahatana, Jessica Lin, Dimitrios Gunopulos, Eamonn Keogh, Michail Vlachos, and Gautam Das. 2005. Mining time series data. Data Mining and Knowledge Discovery Handbook 2005. Eds. Oded Maimon, Lior Rokach. Springer. Pages 1069-1103.
7. Pang-Ning Tan, Michael Steinback, Vipin Kumar, Christopher Potter, Steven Klooster, and Alicia Torregrosa. Finding Spatio-Temporal Patterns in Earth Science Data.
8. Yong Rui, Thomas S. Huang, and Shih-Fu Chang. Image retrieval: current techniques, promising directions and open issues. Journal of Visual Communication and Image Representation, Vol. 10, no. 4, pp. 39-62. 1999.
9. (Shazam) Avery Wang. 2003. An Industrial-Strength Audio Search Algorithm.
10. R. J. Demopoulos and M. J. Katchabaw. Music Information Retrieval: A Survey of Issues and Approaches.
Technical Report #677, Department of Computer Science, The University
of Western Ontario, London, Canada, January 2007, 72 pages.