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日期:2022-09-25 10:57

COMP809: Data Mining & Machine Learning

Assignment 2 – Part A (weight: 20%)

Semester 2 2022

Literature Review of Data Mining Applications in Industry

Report Guideline


Table of Contents


1. Assessment Tasks .............................................................................................................................2

2. Topics ...............................................................................................................................................2

3. Layout for Research Report ..............................................................................................................3

4. General Guidelines ...........................................................................................................................3

5. What to Submit .................................................................................................................................3

6. When to Submit ................................................................................................................................3

7. How to Submit ..................................................................................................................................3

8. Marking Guide of Research Report ..................................................................................................4


Page | 2

1. Assessment Tasks


The objective of this assignment is to conduct preliminary research on data mining methods used in

various application domains. The survey is intended to assist you in establishing a suitable

framework (application area, tools, algorithms) on which your mining project will be based.


To achieve this objective, you need to follow the steps below:


1. This is an individual assignment.

2. Select a topic based on the application domain listed in Section 2 topics or you can come

up with your own topic but need to confirm it with the teaching team.

3. Read and analyse recent peer-reviewed papers (minimum of 6 articles) on your

specific topic.

4. From your research identify at least two themes and discuss these themes by comparing them

to the various papers in your research. Some examples of themes are listed below:

Approaches/algorithms to solve the problem

Scientific results from experimentation

Perspectives on an issue

Advantages/disadvantages

5. Express your own opinions, e.g., new ideas, proposed approaches/models, how to extend the

existing work, etc. Your opinions about machine learning and data mining related issues

should be presented.

6. Write the report using LaTex / Word. Minimum 4 pages (including references) and

no more than 6 pages in 2 columnsIEEE proceedings format


2. Topics


You can pick one of the following topics or come up with a topic of your interest.


Healthcare

Banking and Finance

Retail, Customer Relationship Management, Product Recommendation

Computer Vision

Fraud Analysis


Page | 3

3. Layout for Research Report

The research report must include:

Title

Abstract

Introduction

Background/motivation

Comparison of related work (from peer-reviewed sources)

Your opinion – new ideas, proposed approaches/models, how to extend the existing work

Conclusion and future issues

References


4. General Guidelines


Your submission must be individual work.

Minimum 4 pages (include references) and no more than 6 pages in 2 columns IEEE

proceedings format – the word and LaTex template is available on Blackboard.

Minimum 6 full and consistent electronic references from peer-reviewed sources.

References must be clickable in the content of the report as well as the Reference list

(important for efficient marking).

The Section for “Your opinion” is a very important part of the report. In this section, you will

present your own thoughts about the existing works. Based on this you will give your opinion

on how the existing work can be improved further. Your opinions about data mining and

machine learning related issues should be presented. This section should consist of at least

half of a page.


5. What to Submit


Research report in a PDF file.

Note: the above file should be named with your family name and student ID

e.g., Smith_12345.


6. When to Submit


Due date: Sun 9

th

Oct 2022 midnight NZ time

Late penalty: maximum late submission time is 24 hours after the due date. In this case, a

5% late penalty will be applied.


7. How to Submit

All assessments should be submitted through the Canvas assignment submission link.

NOTE: If you are using any material or figures in the assessment that is not your own, do

remember to cite/reference the source.

All assessments will be assessed through the Turnitin system and in case of plagiarism the

University policy against plagiarism will be applied.

Page | 4

8. Marking Guide of Research Report

Report Component Marks

(indicative)

Abstract /10

The abstract should be one paragraph and it should

cover the whole theme of the report.


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