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多媒體資料庫及應用
Dr. Fenn-Huei Simon Sheu
(許奮輝)
Phone: (03) 574-2959, Office: 資電館 638
室
Spring 2005
Objective:
This course aims to
introduce multimedia databases and develop the theoretical foundations for
applicable deployments. Based on XML databases, exemplar web applications will
be used for usability demonstration. Techniques for knowledge extraction from
web data will be discussed to solidify the intelligences therein. Students will
learn the way to apply these disciplines for their subsequent research work and
the corresponding application development.
Prerequisite:
Calculus, Linear Algebra, Engineering Mathematics,
Self Motivation.
Class Time & Room:
T5F5F6, 資電館
128
室
Office Hours: T7T8,
R7R8, or by appointment.
Lecture notes & Homework assignments:
Textbook:
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Soumen
Chakrabarti, "Ming the Web, Discovering Knowledge from Hypertext Data," 1th
edition, (ISBN: 1-55860-754-4), Morgan Kaufmann Publishers, 2003.
Reference:
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Jiawei Han and
Micheline Kamber, "Data Mining: Concepts and Techniques," (ISBN: 1-55860-489-8),
Morgan Kaufmann Publishers, 2001.
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Ian H. Witten,
Alistair Moffat, and Timothy C. Bell, "Managing Gigabytes, Compressing and
Indexing Documents and Images," 2nd edition, (ISBN: 1-55860-570-3", Morgan
Kaufmann Publishers, 1999.
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Ricardo Baeza-Yates
and Berthier Ribeiro-Neto, "Modern Information Retrieval," (ISBN:
0-201-39829-X), Addison Wesley, 1999.
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Matthew Langham and
Carsten Ziegeler, "Cocoon: Building XML Applications," 1th edition, (ISBN:
0-7357-1235-2), New Riders Publishing, 2002.
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Neal Ford, "Art of
Java Web Development," 1th edition, (ISBN: 1-932394-06-0), Manning Publications
Co., 2004.
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Lecture notes.
Topics:
|
Introduction (Web Mining) |
Crawling the Web |
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Web Search & Information Retrieval |
Web Applications (Cocoon) |
|
Similarity & Clustering |
Supervised Learning |
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Semi-supervised Learning |
Social Network Analysis |
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Resource Discovery |
The Future of
Web Mining |
Grading:
Tentative
Schedule:
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