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課程名稱 |
資訊檢索
Information Retrieval |
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開課學期 |
110-1 |
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授課對象 |
文學院 圖書資訊學系 |
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授課教師 |
唐牧群 |
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課號 |
LIS4012 |
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課程識別碼 |
106 47000 |
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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 |
必帶 |
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上課時間 |
星期三6,7,8(13:20~16:20) |
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上課地點 |
圖資視聽室 |
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備註 |
總人數上限：70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 |
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課程大綱
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課程概述 |
The course is designed to provide an introduction to the use, design and evaluation of information (IR) systems. It covers major components in the IR process such as information needs, search strategies, IR models and IR interaction. Students will acquire hand-on experiences with the design and evaluation of a digital library system. Special attention will be given to users’ information environment within which IR is situated. |
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課程目標 |
To provide an introduction to the use, design and evaluation of information (IR) systems |
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課程要求 |
After this class, you are able to
1. Have better search skills (for both professional databases and web search engines)
Query construction and use of search strategies
2. Acquire skills in IR evaluation
3. Basic understand of how search engine works
Automatic indexing
Ranking algorithms
4. Design and implement an online digital collection using content management system |
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預期每週課後學習時數 |
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Office Hours |
另約時間 備註： Webex url https://moe-tw1.webex.com/meet/mctang
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參考書目 |
Bell, S. S.(2006). Librarian's guide to online searching.
Bhavani, S. K. K. Drabenstott, D. Radev (2000). Towards a unified framework of IR tasks and strategies.
Manning, Raghavan, Schutze (2008). Introduction to Informaiton Retrieval. Cambridge.
Chowdhury, G.G. (2004), Introduction to modern information retrieval. London: Facet publishing.
William, H. R. (1996). Information retrieval : a health and biomedical perspective. New York: Springer-Verlag New York, Inc.
Salton & McGill (1983). Introduction to modern information retrieval. McGraw-Hill..
Growssman, and Frieder (2004). Information retrieval: algorithms and Heuristics
Belew, Richard K. (2000). Finding out about: a cognitive perspective on search engine technology and the WWW. Cambridge: Cambridge University Press.
O'Connor, B. (1996). Explorations in indexing and abstracting.
Evaluation of Web-Based Search Engines Using User-Effort Measures. Availableonline: http://libres.curtin.edu.au/libres13n2/tang.htm
Ian H. Witten, David Bainbridge (2003). How to Build a Digital Library, Amsterdam: Morgan Kaufmann Publishers. |
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指定閱讀 |
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
Homework and participation |
10% |
Personal homework on text tokenization and TFxIDF calculation. |
2. |
Group project |
15% |
Search command demo |
3. |
Group project |
15% |
IR evaluation |
4. |
Group project |
30% |
Digital library construction |
5. |
Exam |
30% |
Final exam |
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週次 |
日期 |
單元主題 |
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第1週 |
9/22 |
Introduction to syllabus; History of IR; data vs. information retrieval |
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第2週 |
9/29 |
Advanced search with PubMed; introduction to search features with PubMed/Ovid/Ebsco/EMBASE |
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第3週 |
10/6 |
Search strategies tactics ; PICO; factiva Camtasia demo (laptop) |
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第4週 |
10/13 |
Indexing exhaustivitiy vs. specificity; Automatic index basic (text analysis, term weighting) |
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第5週 |
10/20 |
IR evaluation |
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第6週 |
10/27 |
Search feature/command demo due |
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第7週 |
11/3 |
IR model: Boolean and Vector Space |
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第8週 |
11/10 |
TFx IDF exercise; discussion of your evaluation project |
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第9週 |
11/17 |
Relevance feedback and query expansion; evaluation project due |
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第10週 |
11/24 |
Facet analysis and information architecture; Wordpress demo at computer lab; TFXIDF homework due |
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第11週 |
12/1 |
IR model II: Probability model |
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第12週 |
12/8 |
IR model: probablitic and language models |
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第13週 |
12/15 |
Lab session with your DL project |
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第14週 |
12/22 |
DL assignment presentation |
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第15週 |
12/29 |
Web search and link structure; final review |
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第16週 |
1/5 |
Final exam |
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