課程資訊
課程名稱
網路資訊檢索與探勘
WEB RETRIEVAL AND MINING 
開課學期
96-1 
授課對象
電機資訊學院  資訊網路與多媒體研究所  
授課教師
鄭卜壬 
課號
CSIE5137 
課程識別碼
922 U3640 
班次
 
學分
全/半年
半年 
必/選修
選修 
上課時間
星期二2,3,4(9:10~12:10) 
上課地點
資105 
備註
限學士班三年級以上
總人數上限:40人 
 
課程簡介影片
 
核心能力關聯
核心能力與課程規劃關聯圖
課程大綱
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課程概述

The Web has become the largest data repository in the world. This course aims at introducing the basic and advanced techniques of (1) Web information retrieval (IR) ?how to search the large-scale Web data and (2) Web mining ?how to discover knowledge from the diverse data resources on the Web. The lecture will cover the topics of (1) Web IR, including the fundamentals of modern IR systems, crawling, link-based algorithms, Web page clustering and classification, Chinese IR, multimedia IR, and case studies of search engines, and (2) Web mining, including Web content/text mining, Web structure mining, Web query log mining, information extraction, and taxonomy and ontology generation. Students in this course are expected to read research papers on a relevant topic to Web IR or Web mining, do an independent project, and then present their work in class. 

課程目標
This course aims at introducing the basic and advanced techniques of (1) Web information retrieval (IR) – how to search the large-scale Web data and (2) Web mining – how to discover knowledge from the diverse data resources on the Web. The lecture will cover the topics of (1) Web IR, including the fundamentals of modern IR systems, crawling, link-based algorithms, Web page clustering and classification, Chinese IR, multimedia IR, and case studies of search engines, and (2) Web mining, including Web content/text mining, Web structure mining, Web query log mining, information extraction, and taxonomy and ontology generation. Students in this course are expected to read research papers on a relevant topic to Web IR or Web mining, do an independent project, and then present their work in class. 
課程要求
Data Structure, Algorithm, and Programming (programming experience will be necessary for the homework and project). 
預期每週課後學習時數
 
Office Hours
 
參考書目
?Modern Information Retrieval,
by Ricardo Baeza-Yates and Berthier Ribeiro-Neto, Addison-Wesley, 1999
(selected chapters only).
?Mining the Web: Discovering Knowledge from Hypertext Data,
by Soumen Chakrabarti, Morgan Kaufmann, 2002.
(selected chapters only).
?Selected papers.
 
指定閱讀
 
評量方式
(僅供參考)
   
課程進度
週次
日期
單元主題
無資料