Advanced Databases and Data Mining COMP3420  - Details

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Later Year Course


Offered By: Department of Computer Science
Academic Career: Undergraduate
Course Subject: Computer Science
Offered in: First Semester, 2010
Unit Value: 6 units
Course Description:

This course examines the design of databases and data warehouses and their use for data mining; and investigates associated issues. Topics may include: relational theory and conceptual modelling; privacy and security; statistical databases; distributed databases; data warehousing; data cleaning and integration; and data mining concepts and techniques.

Learning Outcomes:

On completion of this course, the students should have gained a good understanding of basic concepts, principles and techniques in data warehousing and data mining. Specifically,the students are able to perform the following tasks.

  • perform data modeling
  • apply OLAP techniques for mulit-dimensional data analysis
  • apply datacubing techniques
  • develop general skill of data warehousing project management
  • obtain the general knowledge on the design and implementation of data warehouses
  • be able to apply data mining techniques for knowledge discovery
  •  develop in-depth understanding of fundamental data mining algorithms
  • perform data mining in data warehouses.
Indicative Assessment:

Two assignments (40 marks); Final Exam (60 marks)

Workload:

Thirty one-hour lectures and six two-hour tutorials

Areas of Interest: Computer Science, Information Technology, and Software Engineering
Requisite Statement:

COMP1100 or COMP2720; COMP2400; 6 units of 2000-level IT courses; and 6 units of 1000-level MATH/STAT courses.

Prescribed Texts:

The following text book will be used for this course:

  • Han, Jiawei & Kamber, Micheline Data Mining: Concepts and Techniques Morgan Kaufmann Publishers, 2nd Edition, March 2006.

The following reference book is recommended for this course:

  • Elmasri and Navathe Fundamentals of Database SystemsAddison-Wesley, 5th Edition, 2007.
Science Group: C