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James Cook University Subject Handbook - 2022

For subject information from 2025 and onwards, please visit the new JCU Course and Subject Handbook website.

MA5405 - Data Mining

Credit points:03
Year:2022
Student Contribution Band:Band 1
Prerequisites:MA2405 OR MA2000 OR SC2202 OR SC2209 OR SC5202
Administered by:College of Science and Engineering (pre 2023 PCS)

Available to postgraduate science students.

Subject Description

    Recent advances in technology makes it possible to collect, store and analyse very large data sets. Consequently, the contemporary scientist must be skilled in extracting important information embedded in large and complex data sets if they are to offer advances in knowledge to industry, business, research and societies of the 21st century. Moreover, employers are increasingly demanding that graduates can make important discoveries by interrogating large data sets. This subject will provide the bridge between mathematical theory and applied computing methods via the R programming language to give students a strong grounding in statistical learning methods for analysing Big Data sets. A range of supervised and unsupervised learning methods will be covered.

Subject Assessment

  • Written > Examination - In class - (40%) - Individual
  • Written > Test/Quiz 1 - (10%) - Individual
  • Capstone assignment - (50%) - Individual

Note that 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.

Availabilities

Cairns, Study Period 2, Internal

Not expected to be available after this year.

Census date:Thursday, 25 Aug 2022
Study Period Dates:Monday, 25 Jul 2022 to Friday, 18 Nov 2022
Staff:No staff allocated; see "This Subject In Other Years".
Workload expectations:The student workload for this 3 credit point subject is approximately 130 hours.

    Townsville, Study Period 2, Internal

    Census date:Thursday, 25 Aug 2022
    Study Period Dates:Monday, 25 Jul 2022 to Friday, 18 Nov 2022
    Coordinator(s):
    DR Carla Ewels
    Lecturer(s):
    DR Carla Ewels
    Professor Yvette Everingham
    Workload expectations:The student workload for this 3 credit point subject is approximately 130 hours.