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課程名稱 |
資訊檢索與文字探勘導論
Introduction to Information Retrieval and Text Mining |
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開課學期 |
108-1 |
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授課對象 |
管理學院 資訊管理學研究所 |
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授課教師 |
陳建錦 |
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課號 |
IM5030 |
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課程識別碼 |
725 U3410 |
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班次 |
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學分 |
3.0 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期二2,3,4(9:10~12:10) |
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上課地點 |
管二103 |
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備註 |
本課程中文授課,使用英文教科書。
限學士班三年級以上
總人數上限：25人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1081IRTM |
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課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
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課程大綱
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為確保您我的權利,請尊重智慧財產權及不得非法影印
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課程概述 |
THE COURSE IS AIMED AT GRADUATE STUDENTS OR SENIOR UNDERGRADUATE STUDENTS WHO ARE INTERESTED IN INFORMATION RETRIEVAL AND TEXT MINING. THE FIRST PART OF THE COURSE WILL COVER THE BASICS OF INFORMATION RETRIEVAL, INCLUDING THE MANNER OF DOCUMENT REPRESENTATION, TERM WEIGHTING, AND EVALUATION METRICS USED TO COMPARE INFORMATION RETRIEVAL SYSTEMS. THEN, RESEARCH TOPICS, SUCH AS TEXT CLASSIFICATION AND CLUSTERING, WILL BE DISCUSSED TO PROVIDE A COMPREHENSIVE STUDY ON INFORMATION RETRIEVAL AND TEXT MINING. |
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課程目標 |
待補 |
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課程要求 |
待補 |
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預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
待補 |
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參考書目 |
CHRISTOPHER D. MANNING, PRABHAKAR RAGHAVAN, AND HINRICH SCHUTZE, "INTRODUCTION TO INFORMATION RETRIEVAL," CAMBRIDGE UNIVERSITY PRESS. 2008. |
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評量方式
(僅供參考) |
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週次 |
日期 |
單元主題 |
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第1週 |
9/10 |
Term & Vocabulary
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第2週 |
9/17 |
Term & Vocabulary <BR>
Pattree and Chinese Keyword Extraction
<BR><BR>
**** Programming Assignment 1 |
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第3週 |
9/24 |
PAT Tree and Chinese Keyword Extraction
<BR>
Scoring, Term Weighting and the Vector Space Model |
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第4週 |
10/01 |
Scoring, Term Weighting and the Vector Space Model<BR>
Evaluation in Information Retrieval <BR>
<BR>
** Programming Assignment 2 |
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第5週 |
10/08 |
Probabilistic Information Retrieval |
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第6週 |
10/15 |
Probabilistic Information Retrieval
<BR><BR>Language Models for Information Retrieval |
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第7週 |
10/22 |
Language Models for Information Retrieval<BR><BR>
Word Vectors <BR><BR>
Link Analysis |
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第8週 |
10/29 |
Link Analysis |
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第9週 |
11/05 |
midterm |
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第10週 |
11/12 |
Text Classification and Naïve Bayes |
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第11週 |
11/19 |
Text Classification and Naïve Bayes
** Programming Assignment 3 |
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第12週 |
11/26 |
Vector Space Classification |
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第13週 |
12/03 |
Hierarchical Clustering<BR>
(Project proposal deadline) |
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第14週 |
12/10 |
Hierarchical Clustering |
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第15週 |
12/17 |
Flat Clustering |
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第16週 |
12/24 |
no class - conference leave |
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第17週 |
12/31 |
Flat Clustering <BR>
Incremental Clustering |
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第18週 |
1/7 |
final |
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第19週 |
1/14 |
Project Demo |
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