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Instructor: Dr. Jessica Lin Office: Science
& Technology II, Room 453 Phone:
703-993-4693 Email:
jessica [AT] cs [DOT] gmu [DOT] edu Office Hours: Monday 3-5pm Classes Wednesday
7:20-10:00pm Science & Technology I 120 Prerequisite: INFS 755 or CS 750, or permission of instructor. Some
programming skills required. Textbooks
Required (Note: The bookstore has made a mistake and marked this book as "optional.") Searching Multimedia Databases by Content, Kluwer Academic Press, 1996 (used version available on Amazon.com) 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. Assignments: 25% Project: 15% Midterm: 25% Final: 35%
Schedule: TBA
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