一、課程說明(Course Description)

本課程的目的,在介紹資訊的儲存、索引、檢索、分類的基本概念與技術。
課程的方向,要求學者對基本的概念有明確的掌握,並強化對工業界應用的現況的了解。為了讓修習課程的每一位同學,都有第一手的實作經驗,規劃了實作的練習。


二、指定用書(Text Books)

Introduction to Information Retrieval by C. D. Manning, P. Raghavan, H. Schutze


四、教學方式(Teaching Method)

Lectures based on textbook
Additional recent papers


五、教學進度(Syllabus)

1 Boolean retrieval
2 Index construction
3 Scoring, term weighting & the vector space model
4 Evaluation in information retrieval
5 Relevance feedback & query expansion
6 Probabilistic information retrieval
7 Language models for information retrieval
8 Text classification & Naive Bayes
9 Vector space classification
10 Support vector machines & machine learning on documents
11 Flat clustering
12 Matrix decompositions & latent semantic indexing
13 Web search basics
14 Web crawling and indexes
15 Link analysis


六、成績考核(Evaluation)

Home work, midterm, and term project.