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 Kazumasa Horie
E-Mail Hiroyuki Kitagawa:kitagawa@cs.tsukuba.ac.jp, Hanxiong Chen:chx@cs.tsukuba.ac.jp, Kazumasa Horie:horie@cs.tsukuba.ac.jp
URL
Office hours
Cource# 01CH305
Area Software System
Basic/Advanced
Course style Lecture
Term 春AB
Period 金3,4
Room# 3B302
Keywords data engineering, data mining, neural network, bio-signal analysis, medical application
Prerequisites
relation degree program competence Knowledge Utilization Skills,Management Skills,Communication Skills,Research Skills,Expert Knowledge
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, neural networks, bio-signal analysis, medical application, 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. Application of Data Mining
    • Neural Networks
    • Feature Extraction & Deep Learning
    • XAI
    • Bio-signal Analysis
    • Medical Application
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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