University of Tsukuba | Grad. Scho. Syst. and Info. Eng. | Dept. Comp. Sci. | List of Courses
データ工学特論II_E
Instructor(s)
Hiroyuki Kitagawa, Hanxiong Chen and Kazutaka Furuse
E-Mail Hiroyuki Kitagawa:kitagawa@cs.tsukuba.ac.jp, Hanxiong Chen:chx@cs.tsukuba.ac.jp, Kazutaka Furuse:furuse@cs.tsukuba.ac.jp
URL
Office hours
Cource# 01CH305
Area Software System
Basic/Advanced
Course style Lecture
Term
Period
Room#
Keywords data engineering, data mining, web mining
Prerequisites
Goal
Outline In this course, we discuss techniques for supporting information retrieval, and techniques for mining and acquiring knowledge from various types of information sources. Topics of this course include introduction to basic techniques, techniques for supporting information retrieval, link analysis, web mining, and their related topics.
Course plan
  1. Foundations of Data Mining
    • Association Rules and Sequential Patterns
    • Supervised Learning and Unsupervised Learning
    • Partially Supervised Learning
    • Information Retrieval
    • Modern Research Topics
  2. Techniques of Web Mining
    • Web Search
    • Information Integration
    • Web Usage Analysis
    • Distributed Information Retrieval
    • NoSQL
Textbook
References B. Liu, "Web Data Mining --- Exploring Hyperlinks, Contents, and Usage Data", Springer-Verlag, 2007.
Evaluation Mainly based on reports.
TF / TA
Misc. Open in an even number year.
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