課程名稱 |
資訊檢索與文字探勘導論 Introduction to Information Retrieval and Text Mining |
開課學期 |
111-1 |
授課對象 |
管理學院 資訊管理學系 |
授課教師 |
陳建錦 |
課號 |
IM5030 |
課程識別碼 |
725 U3410 |
班次 |
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學分 |
3.0 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期一2,3,4(9:10~12:10) |
上課地點 |
管二301 |
備註 |
本課程中文授課,使用英文教科書。知識管理學程系統領域選修課程。商業資料分析學分學程課程。 限學士班三年級以上 總人數上限:100人 |
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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 |
課程大綱
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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. |
課程目標 |
THIS COURSE MAY COVER THE FOLLOWING CONTENTS:
TERM VOCABULARY
TERM WEIGHTING AND VECTOR SPACE MODEL.
EVALUATION IN INFORMATION RETRIEVAL.
RELEVANCE FEEDBACK AND QUERY EXPANSION.
PROBABILISTIC INFORMATION RETRIEVAL.
LANGUAGE MODELS FOR INFORMATION RETRIEVAL.
TEXT CLASSIFICATION AND NAIVE BAYES.
VECTOR SPACE CLASSIFICATION.
FLAT CLUSTERING.
HIERARCHICAL CLUSTERING.
WEB SEARCH BASICS.
WEB CRAWLING AND INDEXES.
LINK ANALYSIS.
OTHER RESEARCH ISSUES IN TEXT MINING. |
課程要求 |
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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 |
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參考書目 |
CHRISTOPHER D. MANNING, PRABHAKAR RAGHAVAN, AND HINRICH SCHUTZE, "INTRODUCTION TO INFORMATION RETRIEVAL," CAMBRIDGE UNIVERSITY PRESS. 2008. |
評量方式 (僅供參考) |
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