STAT318-12S2 (C) Semester Two 2012

Data Mining

15 points, 0.1250 EFTS
09 Jul 2012 - 11 Nov 2012

Description

Parametric and non-parametric statistical methodologies and algorithms for data mining.

STAT318 and STAT462 are courses in Data Mining, suited to anyone with an interest in analysing data.  In these courses we introduce you to the statistical analysis of large datasets for both classification and association purposes.  
We cover analysis of both numeric and qualitative data and make use of the professional software package MATLAB.
In these courses we will show you how to use the package, enter, manipulate and analyze data in MATLAB.

The Courses will:
•  introduce data mining.
• introduce advanced data analysis techniques including classification and regression trees, ROC curves and FP-growth algorithm.
• introduce the use of the statistics computer package MATLAB.

Learning Outcomes

describe and conduct appropriate statistical modeling techniques for large datasets

  • be able to interpret the model results in such a way that a non-user of statistics can understand
  • use MATLAB competently
  • write a scientific and technical report

Pre-requisites

i) 15 points from STAT200 to STAT299 and ii) a further 15 points from STAT200 to STAT299 or COSC200-299 or any other relevant subject with Head of School approval.

Lectures
Streams Day Time Where Notes
Stream 01 Monday 10:00am-11:00am Erskine 446 3 Sep - 14 Oct
Wednesday 1:00pm-2:00pm Erskine 446 3 Sep - 14 Oct

Labs
Streams Day Time Where Notes
Stream 01 Thursday 1:00pm-2:00pm Erskine 442 (Computer Lab) 9 Jul - 19 Aug,
3 Sep - 14 Oct

Course Coordinator / Lecturer

Carl Scarrott

Lecturer

Blair Robertson

Assessment

Assessment Due Date Percentage 
Internal Assessment - TBA 40%
Final Examination 60%


Assignments give you practice in analysing data and presenting results in a written report.
The project will give the opportunity to acquire presentation skills.

The lectures are complemented by computer labs where you will be guided in conducting approriate analysis and modelling.

Examination and Formal Tests

Exam Friday 02 Nov 2012 2:30pm-5:30pm  

Textbooks

Textbook
Recommended reading:
Tan, Steinbach and Kumar 2006. Introduction to Data Mining. 769pp.

This is on a restricted loan in the Library.

Course links

STAT318 homepage

Fees

Domestic fee $622.00

International fee $3,200.00

For further information see Mathematics and Statistics.

All STAT318 Occurrences

  • STAT318-12S2 (C) Semester Two 2012