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CP5605 - Advanced Data Mining and Knowledge Discovery

Credit points: 3
Year: 2014
Student Contribution Band: Band 2
Administered by: School of Business (pre 2015)

Topics include artificial intelligence techniques for data mining, dimension reduction methods and analytical methods for clustering and pattern detection.

Learning Outcomes

  • Understand the working principles of data mining and knowledge discovery in databases;
  • Develop data mining techniques using C++/Java;
  • Analyse large datasets using data mining techniques;
  • Use contemporary data mining suites;
  • Utilise practical examples of data mining.
Assumed
Knowledge:
Basic knowledge of relational databases and proficiency in at least one programming language.
Inadmissible
Subject
Combinations:
CP3300 CP5634

Availabilities

Townsville, Internal, Study Period 2
Census Date 28-Aug-2014
Coordinator: Dr Kyungmi Joanne Lee
Lecturer: Assoc. Professor Hossein Ghodosi.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

Cairns, Internal, Study Period 2
Census Date 28-Aug-2014
Coord/Lect: Dr Kyungmi Joanne Lee.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

JCU Singapore, Internal, Study Period 52
Census Date 17-Jul-2014
Coord/Lect: Dr Kyungmi Joanne Lee, Dr Insu Song.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

JCU Brisbane, Internal, Study Period 22
Census Date 14-Aug-2014
Coordinator: Dr Kyungmi Joanne Lee
Lecturer: Dr Paul Darwen.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

JCU Brisbane, Internal, Study Period 21
Census Date 17-Apr-2014
Coordinator: Dr Kyungmi Joanne Lee
Lecturer: Mrs Laura Antochi.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

JCU Brisbane, Internal, Study Period 23
Census Date 11-Dec-2014
Coordinator: Dr Kyungmi Joanne Lee
Lecturer: Dr Paul Darwen.
Workload expectations:
  • 24 hours lectures
  • 12 hours tutorials
Assessment: end of semester exam (50%); presentations (10%); assignments (20%); report (20%).

Note: Minor variations might occur due to the continuous Subject quality improvement process, and in case of minor variation(s) in assessment details, the Subject Outline represents the latest official information.