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Objective:

The purpose of this assignment is to help students getting familiar with the process of design and implement experiments for their research projects. Students will review, analyse, design, implement experiments to evaluate the proposed methodology in previous assignment, and report experimental results and findings as well.

Tasks:

1. Collect your data for experiment

a. Identify the available data sources for collection.

b. Select the most appropriate data source(s) and start data collection. You are asked to record the data sources that you have found, brief description of the available data using the following sample table:

 

Data

 

 

Source

 

 

Data

 

 

Data File

 

 

URL (if

 

 

Charge

 

 

Target

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Source

 

 

Organization

 

 

Description

 

 

Format

 

 

available

 

 

Fee

 

 

data

 

 

Name

 

 

 

 

 

 

 

 

 

 

 

online)

 

 

 

 

 

source

 

 

Data 1

 

 

Sport Centre,

 

 

Exercise

 

 

txt

 

 

http://xxxxxxx

 

 

Free

 

 

Yes

 

 

 

 

 

VU

 

 

training

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

record

 

 

 

 

 

 

 

 

 

 

 

 

 

Data 2

 

...

 

...

 

...

 

...

$1000

 

 

No

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

c. Store the collected data in appropriate file format. You need to save the collected raw data, and keep a copy at all times.

i. Create a folder called "raw data" to store the collected raw data

ii. Record your data collection using the following sample table:

 

Data

 

 

Date of

 

 

Saved File

 

 

Saved

 

 

Saved File

 

 

No. of Data Records

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Source

 

 

Collection

 

 

Location

 

 

File

 

 

Format

 

 

 

 

 

Name

 

 

 

 

 

 

 

 

Name

 

 

 

 

 

 

 

 

Data 1

 

 

15/3/2016

 

 

//raw data/

 

 

xxxx.txt

 

 

txt

 

 

2000

 

Data 3

 

...

 

...

 

...

 

...

 

 

 

2. Design and implement experiments

a. Adopt data pre-processing. Not all the collected raw data are available as direct input of your methodology.

b. Feature selection or dimension reduction. You may need to select some of data features or data records from the entire data collection, not to use all the collected data. In other case, you may need to reduce the dimensionality of the collected data to simplify the data processing in the later stages. You need to save the result data set into a new file. You are asked to record these works using the following sample table.

 

Date

 

 

Data

 

 

Purpose

 

 

Pre-

 

 

No.

 

 

No.

 

 

No.

 

No.

 

New

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Source

 

 

of Pre-

 

 

processi

 

 

Original

 

 

Result

 

 

Original

 

Result

 

Data

 

 

 

 

 

Name

 

 

processi

 

 

ng

 

 

Data

 

 

Data

 

 

Features

 

Feature

 

File

 

 

 

 

 

 

 

 

ng

 

 

Method

 

 

Records

 

 

Records

 

 

 

 

s

 

Name

 

 

20/3/2

 

 

Data 1

 

 

Clean the

 

 

Pre-fill

 

 

2000

 

 

2000

 

 

10

10

 

Data1_f

 

 

016

 

 

 

 

 

missing

 

 

the

 

 

 

 

 

 

 

 

 

 

 

 

ull.txt

 

 

 

 

 

 

 

 

data

 

 

missing

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

values

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

22/3/2

 

 

Data 1

 

Feature

 

xxxxxx

2000

 

2000

 

10

6

 

 

Data1_6

016

 

 

 

 

 

Selection

 

 

 

 

 

 

 

 

 

 

 

 

 

 

features

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

.txt

 

...

 

 

Data 3

 

 

...

 

 

...

 

 

...

 

 

...

 

 

 

 

 

 

 

 

 

c. Design your experiment based on the proposed methodology. The main purpose of experiments is to prove that your methodology can provide expected outcomes. You can follow the experiments that you have read from literatures or any other ways that is suitable for your case. Your experiments procedure need to be detailed recorded, including instruction steps, input data, expected output, potential problems and other related issues. When state the procedure of experiment, you can use extra table, figure, chart, diagram to provide better description.

 

Date

 

 

Experiment

 

 

Purpose of

 

 

Description

 

 

Input

 

 

Expected

 

 

Result File

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Experiment

 

 

of

 

 

Data

 

 

Output

 

 

Name

 

 

 

 

 

 

 

 

 

 

 

Procedure

 

 

 

 

 

 

 

 

 

 

 

26/3/

 

 

Experiment 1

 

 

Evaluate

 

 

...

 

 

...

 

 

...

 

 

Output1.txt

 

 

2016

 

 

 

 

 

Method 1

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

d. To implement your experiment, normally you need to use software/tools or write your own program. Record your experiment results for each run as the references of the following analysis task.

3. Result analysis and summary

a. What are the expected results that you want to obtained from the experiment? You need to have a rough idea of what you may have in advance; you cannot wait until the experiment is done.

b. Plan your result analysis by thinking of what result you may have first. Write a summary of why you expected to have that results, how they can be linked to your research problems.

4. Write up your experiment and result analysis chapter.

a. Provide an outline of your experiment and result analysis chapter, including up to four levels of subsections. Only need to list the chapter titles (level 1), section titles (level 2), subsection titles (level 3), and sub-subsection titles (level 4).

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