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Web Crawling: Measuring Web Trends for Increased Business Productivity

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Added on 2024/06/28

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This literature review investigates the use of web crawling techniques for analyzing web trends and improving business productivity. It examines various approaches, including machine learning algorithms for modeling web traffic, big data analytics for forecasting tourism destination arrivals, and the PolarHub web crawling engine for geospatial data discovery. The review discusses the advantages and limitations of each technique, highlighting their applicability in different contexts. Key themes include identifying bot traffic, analyzing social media data, and leveraging web search queries for business insights. The reviewed solutions aim to address challenges such as non-stationary web traffic, overcrowded tourist destinations, and the efficient retrieval of geospatial resources, ultimately contributing to increased business efficiency and informed decision-making. Desklib offers a platform for students to access this document and numerous other solved assignments and study resources.

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Literature Review (Secondary Research)
Student Name & CSU
ID
Project Topic Title Analysing the website and measuring the web trends using web crawler based on page tagging for increasing
the productivity of businesses
1

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Version 1.0 _ Week 1 (5 Journal Papers from CSU Library)
1
Reference in APA format that will be
in 'Reference List'
Suchacka, G., & Wotzka, D. (2017). Modeling a non-stationary bots’ arrival process at an e-commerce
Web site. Journal of computational science, 22, 198-208.
Citation that will be in the content Suchacka & Wotzka, 2017
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/article/
pii/S0165032717323510
Level of journal: Q1  Web traffic analysis and modeling, Web traffic,
characterization, Log file analysis, Web server,
Internet robot, Web bot, Modeling and
simulation, Regression analysis, Heavy-tailed
distribution
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Machine learning
Internet marketing
Online payments
Tools:
Problem:
The major problem is of modeling a real
arrival process in which bots are requested
on the web server of an e-commerce.
Goal:
 Machine learning
 Web applications
2

Mathematical model
Simulation model
Distribution model
Applied Area:
Web applications
To solve the problem of non-stationary
web traffic and chunks are used with the
help of models.
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 e-commerce website: A website for either
purchasing or selling online.
All the processing is done according to the
website and user requirement.
In this, because of many users, there is a
traffic.
2 Constructing session based web traffic:
On the user, request sessions are
constructed.
According to the request the sessions
come in access after that they expire.
N/A
3 Identifying bot’s traffic: Request the
session and at one time one request is there
in the session.
Any one condition satisfied bot session is
met.
N/A
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Bot arrival process Time-zone
Web traffic analysis Web server log data
3

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
Multiple user logins Web bot traffic is
analyzed and it
shows the share of
overall traffic on the
web server.
This work majorly helps inapplicability in
respect to analytical modeling benchmarking
and sending data packets. This model also
helps in reproducing a stream of bot request.
And it also helps in generating synthetic bot
traffic for using in simulation experiments.
In this generalization cannot be done for all e-
commerce websites. The accurate modeling is
not done in the standard time. Delay in
seconds can cause errors. Also fitting the real
data in the regression function is an issue.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
The Web-bot traffic is analyzed and it shows
that traffic has a large share in the traffic that
is found on e-commerce Web server. Bots are
accessing in different ways. It is not like
humans.
It helps in analyzing the web traffic on e-
commerce sites and tries to overcome it.
This model helps in producing bot requests
which have features similar to Web traffic. It
also helps in generation of bursty synthetic bot
traffic that helps in simulation experiments. It
also helps other online stores that do online
promotion.
Diagram/Flowchart
4

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Figure: Flow diagram of design
5

2
Reference in APA format that will be
in 'Reference List'
Liu, Y. Y., Tseng, F. M., & Tseng, Y. H. (2018). Big Data analytics for forecasting tourism
destination arrivals with the applied Vector Autoregression model. Technological Forecasting and
Social Change, 130, 123-134.
Citation that will be in the content Liu, et. Al., 2018
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/
article/pii/S0040162518301045
Level of Journal: Q1 Granger causality, Big Data analytics, Destination
Management and Marketing, Vector Autoregression
model
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Forecast Pro
ARIMA
Tools:
Virtual reality
Big data
Problem:
With the data available and methods, plus
a using web search queries to the
performance analysis and provide results.
Goal:
The goal to clear the concept that weather
and temperature have no relation to the
travelers traveling to the destination.
 Big data
 Virtual reality
6

Applied Area:
Website analysis
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Co-integration test and unit roots-
Long-term equilibrium needs and need of
stationary variable should be satisfied.
They are designed without time trends. Unit root test is not passed by non-
stationary variables.
2 VAR (p) modeling-
Variable is treated as endogenous and the
value of it retreats where dependent
variables are lagged.
This is an unrestricted model. N/A
3 Granger causality test-
This is done to check what is the effect of a
lagged variable on the current value
With this six are formulated. N/A
Validation Criteria (Measurement Criteria)
7

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Dependent Variable Independent Variable
Forecast modeling Statistical data
Big data Internet
Input and Output Critical Thinking: Feature of this
work, and Why (Justify)
Critical Thinking: Limitations of the research
current solution, and Why (Justify)
Input (Data) Output (View)
Big data Find out and further
reveals that the
weather and
temperature have no
correlation.
This study shows that weather has no
impact on domestic tourist visitations and
also it does not affect cultural
destinations. At cultural destinations, we
have natural resources that are also not
impacted by web search queries because
it only helps in showing travelers
intentions.
The major limitation is destination management.
Overcrowding is caused and also it increases the
conflicts. And overcrowding is a challenge at public
places because there are no tolls at highway on
public holidays.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is valuable
for your project
In this information related to the destinations
revealed such as destination data, destination
assets. It helps in making sense of content
and improves competitiveness.
In this web search, queries are performed
for predicting tourists at tourists’
destination. Big analytical data is studied
for management and marketing
Weather doesn’t impact the tourist's in selecting
domestic destinations, cultural destinations etc. As
web search queries reflect the travel intentions but
the weather does not. Also, the temperature has a
positive impact on domestic tourism where stays are
till night.
8

Diagram/Flowchart
Figure: potential sources with market share of cities
9

Figure: The destination's potential visitors from neighbouring cities and distant cities
10

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3
Reference in APA format that will be
in 'Reference List' Li, W., Wang, S., & Bhatia, V. (2016). PolarHub: A large-scale web crawling engine for OGC service
discovery in cyberinfrastructure. Computers, Environment and Urban Systems, 59, 195-207.
Citation that will be in the content Li et al.,2016
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/
article/pii/S0198971516301260
Level of journal- Q1 Polar Hub, Big data access, Geospatial interoperability,
Scalability, Cyberinfrastructure
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Polar hub
Tools:
Service-oriented architecture
Applied Area:
Cyber infrastructure in web crawling
Problem:
The increase availability of the geospatial
have marked an identification on the web
as a web signature of the voluminous
resources.
Goal:
Providing solution to the cyber
infrastructure through the Polar Hub which
organise the web crawling to find the
scattered geospatial data and resources to
complete the objective effectively and
 Geospatial
 Web signature
 Cyber infrastructure
 Polar hub
 Web crawling
11

efficiently
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Polar Hub Class design( the internal
structure of the crawler is buils in the UML
structure)
Crawler do not allows the duplicates entry The URL which is being visited cannot
be crawl again
2 Developing crawling
algorithm(developing algorithm for the
general purpose crawling depth and width)
Helps to determine the scope of the
exploited web
N/A
3 Asynchronous processing (the web page
which is directly extracted from the seed is
being visiting
Rules are pre determine only administrator
had a right to start the task
Deep searching can rise the expenses of
the crawling
4 Monitoring (client will receive the updates
by the server once the new result is being
found).
It allows GUI interface which provides a
impressive response to the user
N/A
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
crawler Crawler server of Polar Hub
12

Input and Output Critical Thinking: Feature of this
work, and Why (Justify)
Critical Thinking: Limitations of
the research current solution, and
Why (Justify)
Input (Data) Output (View)
 crawling depth and a
service is typed
 Queries receive by the
acrynomous
communication
controller
 Quods of the URL
 A messaging update is
provide to the client
Big data might be an opportunity or a
challenge for the society and to increase
the visibility of the Geospatial
information, Polar hub might be an
effective approach which can support
the automatic identification of the
scattered geospatial resources.
To overcome the problem of the
geospatial data in this cyberspace,
Polar hub technology ios invented .
the limitation of the Polar Hub
Crawling is the English language
domination
(Describe the research/current solution) Evaluation Criteria How this research/current solution
is valuable for your project
Li et al., they had investigated the impact of the big data in
the geospatial hindrance in the cyberspace. To overcome the
problem of the distribution of the geospatial data they had
investigated the solution of the Polar hub crawling which can
The end user of this research is the
various science communities which are
demanding the geospatial data.
The current solution of the Polar
Hub crawling is the language
dominant of the English language,
the Polar Hub committee are working
to provide additional language for its
technical support.
Diagram/Flowchart
13

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Figure-PolarHub general components architecture.
14

Figure-PolarHub class design diagram.
15

4
Reference in APA format that will be
in 'Reference List'
Stieglitz, S., Mirbabaie, M., Ross, B., & Neuberger, C. (2018). Social media analytics–Challenges in
topic discovery, data collection, and data preparation. International Journal of Information
Management, 39, 156-168.
Citation that will be in the content Stieglitz et al.,2018
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/
article/pii/S0268401217308526
Level of journal- Q1 Social media analytics, Social media Information
systems, Big data
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Social media analytics
Tools:
Social media data and 4Vs of the big
Data
Applied Area:
Social media analytics in big data
research
Problem:
Social media data are being analysed by
the various disciplines the problem exist is
the complexity while involving the specific
data analysis method. So the social media
big data is the major concern
Goal:
Social media analysis have been analysed
in different method to cover the gap of the
analytics process. discovering the social
 Social media analytic
 4Vs of the big data
 Big data research
 Social media platform
16

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media analytical process
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Discovery( identifying the modern
structure patterns
Helps to get the latest structure patterns in
the social media data
Lack of the reliability of the patterns
2 Tracking( decision the social media data
sources)
Helps to track the source of the social
media data
N/A
3 Preparation( preparing the tracked data for
the analysis)
Helps to prepare the data analysis method Preparation step is not necessary
4 Analysis( analysis made through social
media analytics and opinion mining
To evaluate the tracked data of the social
media
N/A
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Social media analytics Social media data
4Vs of the Big data Big Data Research
Tracking of the social source Discovery of the social media data
Input and Output Critical Thinking: Feature of this work, and Critical Thinking: Limitations of the
17

Why (Justify) research current solution, and Why
(Justify)
Input (Data) Output (View)
Tracking method in
social media
analytics
Output the source of
the social media.
The social media now is a concept of the social
big data, due to this veracity data is the major
issue to overcome this issue the research had
investigated the social media analytics and the
4Vs of the big data research.
The current research has a limitation of the
analysis method process in the social media
analytical process.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Stieglitz et al. they had investigated the
impact of the socail media analytical process
in the social media big data. To overcome the
process gap issue they evalute the social
medai analytics process and make use of the
4Vs of the Big Data research
The end users of this research are the business
organisations which are making the use of the
social media platform for their business
promotions.
Still the social media analytical process mind
the gap in the process steps due to the
versatile data in the social media platform.
Diagram/Flowchart
18

Figure- The Social Media Analytics Framework
19

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5
Reference in APA format that will be
in 'Reference List'
García-Dorado, J. L., Ramos, J., Rodríguez, M., & Aracil, J. (2018). DNS weighted footprints for web
browsing analytics. Journal of Network and Computer Applications, 111, 35-48.
Citation that will be in the content García-Dorado, et. al., 2018
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/
article/pii/S1084804518300894
Level of Journal – Q1 Web-user profiles; DNSprints; Data monetization;
Browsing analytics; DNS footprint
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
DNS weighted footprints
Tools:
Google exploits keywords, Big Data,
DNS Cache
Applied Area:
ISPs based web analytics
Problem:
One major complexity is traffic entails
capturing for application of DNS; again,
proliferation of botnetsis complex.
Goal:
For website optimization, intentional visits
users are counted using DNS based user
profiles.
 self-triggered DNS queries
 DNS and HTTP traffic
 DNS points
 DNS footprints
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
20

1 DNS footprints
Self-triggered parameters are pushed to
determine customer DNS footprints
Attainment of root-domain DNS cache Cases of fraud IP addresses
2 Weighted footprints
Footprints are visually examined of the
various representatives
Customer information dig-up N/A
3 Data analysis
Analysis of visit occurrence for data
collection
Website monitoring Real-time analysis is required
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Domain resolution Number of TTL
Request detection DNS monitoring tool
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View) Inspection of root-domain requests for quality
customer analysis
Distribution of the TTLs on DNS is generated
for visit popularity collection
User session remain under-informed by the
site causing moral hindrance
Root domains are critically large to be
operated.
21

The user IP address
tracking is required
to be tracked by the
process
Footprint creation
for website analysis
based on customer
behaviour
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
The customer visits are analyzed by their
footprints so as to estimate their queries thus
generating self-triggered routing sets.
The output shall be benefitting the businesses
as they can easily predict the customer
behaviour and provide valid facilities.
When applying in diverse scenario, as per the
history based footprints of customers the
applicability of system can be enhanced.
Further empirical-estimated via DNS can be
implicated in business profitability.
Diagram/Flowchart
22

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Figure: Website layout, with content that generates self-triggered DNS queries embedded on several banners and external services
23

Version 2.0 _ Week 2 (10 Papers = 5 NEW Journal Papers + Updated pervious 5 papers that you worked on them in Version 1.0)
6
Reference in APA format that will be
in 'Reference List'
Deka, G. C. (2018). NoSQL Web Crawler Application. In Advances in Computers (Vol. 109, pp. 77-
100). Elsevier.
Citation that will be in the content (Deka, 2018)
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/article/
pii/S0065245817300323
Level of journal- Q3 Robots Exclusion Protocol, Resource Description
Framework, Hypercat, JSONP, HTML crawling, Bloom
filter, Search engine optimization, Meta crawling,
Resource Description Framework, Mobile crawlers,
Internet Archive
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
NO SQL
Tools:
KEY value store, Hadoop, Hypercat,
metacrawler, Applied Area:
Application of Web crawler in big web
data.
Problem:
The unstructured data of the big Web in
the advanced technology and web crawling
optimisation problem is an emerging issue
Goal:
To make the use of NOSQL for the storing
the web crawler data and using Key-value
store application for the generations of
 Web crawler
 Hyper cat
 Robots Exclusion Protocol
 Big data analytical
 URL
 Website
24

customer id.
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Purpose of database (define the purpose of
the database)
N/A N/A
2 Mapping (making URL list from the URL
and registered state)
Helps in developing the URL from the
registered state
N/A
3 Collect (it will collect the all the related
URL)
Helps in the avoiding the duplication of the
URL.
Unreliable data can be an attack or
malicious attack
4 Identify the data points (each data in the
column will become a database table).
N/A N/A
5 Key identifier (developing a unique key
identifier for each row data).
Creation of a unique Key Identity for each
and every row
N/A
6 Reduce (Request and download the URL,
and iterate the process until received the
result).
N/A Can be disturbed because of the Internet
Service Provider
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Web crawler Web or web data
crawlers build searchable human-machine interaction
crawlers build a searchable database crawler discovery on the Web Craw
25

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Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
Collection of the
key-value store or
the data set in a
form of customer ID
in the E-commerce
platform
Get the data of the
products in the cart
and the related
quarries.
Web crawling is the optimization issue in the
storing the data, thus NOSQL technique might
be beneficial to the web crawler in order to
store the data collected from the crawler
dataset. The specified crawling of the site of
the social media platform, e-commerce is the
requirement of a business to raise its business
productivity.
Providing the security concern is the major
issue in the each and every platform, NoSQL
database of the web crawler is also facing this
concern. NoSQL database is not a specified
programming interfere.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Deka (2018), had investigated that with the
crawler due to the unstructured web data, it is
not possible for them to collect the
information and process them in the large
operation scale. NOSQL application can be
effective in storing the web crawler database.
The end user of this sample is the business
units, e-Commerce platform who are using the
NoSQL web Crawler application for
strengthening their business productivity.
NoSQL's application key-value store might be
useful for an e-commerce business for storing
the data of the customer in a form of customer
ID, which might help a customer to look the
product in the cart.
Diagram/Flowchart
26

Figure- the Map-reduce framework for a NoSQL Web Crawler Application.
27

7
Reference in APA format that will be
in 'Reference List'
Hwangbo, H., Kim, Y. S., & Cha, K. J. (2018). Recommendation system development for fashion
retail e-commerce. Electronic Commerce Research and Applications, 28, 94-101.
Citation that will be in the content (Hwangbo, et. al., 2018)
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://ac-els-cdn-
com.ezproxy.csu.edu.au/S15674223183
00152/1-s2.0-S1567422318300152-
main.pdf?_tid=d5290a8e-6e8d-4429-
bb3c-
57f1cf4d12ca&acdnat=1532674039_fe
5d744acbe68d2dce8204294ec20d61
Level of Journal- Q1 Collaborative, filtering Fashion industry,
Recommendation system, E-commerce
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
K-RecSys
Tools:
the term-based collaborative filtering
algorithm
Applied Area:
e-commerce fashion retail
Problem:
No staff assistance is provided to the
online market, as in an offline store despite
both deals in the same product line.
Goal:
To present a collaborative filtering
algorithm by adopting K-RecSys to
determine the user preference of the online
and offline market product.
 e-commerce
 collaborative filtering algorithm
 K-RecSys
28

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The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Data preparation subprocess (generation
of product Metadata and click data history
for the product data history).
Data processing will generate the record of
the customer identity, product
identification and history of the product
release date.
N/A
2 Time-discounted association score
calculation (association score is calculated
on the basis of the product similarity).
This approach might assist in the
frequently click or purchased product
considered by the customer
An error may be occurred due to the
wrong information regarding the domain
of the product line.
3 Recommendation generation
(recommended set will generate two sets,
one as the complementary and other as the
substitute).
When a customer clicks on a particular
product both substitute and a
complementary product will be displayed
to them
N/A
4 Implementation (K-RecSys technique may
be integrated through ORACLE PL/SQL).
N/A N/A
29

Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Collaborative filtering systems customer ratings of products regardless of the availability of product
content
Recommended products customer preferences for individual products
customer-product matrix customers’ ratings on specific product
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
Product metadata
and the click history
is presented and
developing a
recommendation
product on the basis
of the association
process,
Customer will get
the recommended
product regards to
their product line,
substitute products
are displaying more
rather than the
complementary
products.
In this research recommendation method in
fashion, retail is being considered by taking
collaborative filtering method for specifies the
fashion products for that we adopted the K-
RecSys which mixes the online and the offline
product metadata so it can reflect the user's
preference of the online and offline market.
Despite the influence of recommended
products in the e-commerce business, this
research could not describe the effects of the
Online and the offline data and the user’s
preference might be decline through passes of
the time.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Hwangbo, et. al., (2018) describe in this The end user or the benefits of this research are K-RecSys technique based on the
30

research the customer's preference regardings
to the product and the service assistance in
the online market. To solve this problem they
had evaluated the collaborative filtering
method through adopting the K-RecSys
technique to overcome the problem of the
preference of the products by through
providing more substitute recommendation
rather than complementary products.
the e-commerce fashion retailer in Korea.
Through adopting the K-RecSys a customer get
displayed the substitute products rather than the
complementary products over their specific
product line
collaborative filtering method might help in
determining the preference of the user of the
online and offline market products. A
customer get displayed the substitute products
rather than the complementary products over
their specific product line
Diagram/Flowchart
Figure- K-RecSys Architecture
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8
Reference in APA format that will be
in 'Reference List'
Ireland, R., & Liu, A. (2018). Application of data analytics for product design: Sentiment analysis of
online product reviews. CIRP Journal of Manufacturing Science and Technology.
Citation that will be in the content (Ireland & Liu, 2018).
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://ac-els-cdn-
com.ezproxy.csu.edu.au/S17555817183
00336/1-s2.0-S1755581718300336-
main.pdf?_tid=11f40b01-0e23-4f42-
be5a-
2dd22af3ee5a&acdnat=1532674072_07
eed84f3f55c681476649b19e0408c7
Level of journal- Q1 Design method, Sentiment analysis, Data analytics,
Online product review
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Design method, Sentiment analysis,
Data analytics, Online product review
Tools:
WordNet, Part-of-Speech Tagger, Pling
Stemmer, Part-of-Speech Tagger
Problem:
The designer face problems in identifying
the public choice that may result in
reduced sales and revenue is the targeted
issue.
Goal:
The present study focuses on customer
online reviews to facilitate the designers in
order to understand the customer choice
and to the collect all the qualitative data
 e-commerce websites
 social media
 blogs
32

Pling Stemmer
Cosine similarity measure
Applied Area:
Designing of products
together for presenting it as quantitative
information
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Online reviews (collection of information
from precious designing based surveys and
interviews).
A review also help in opinion mining and
ethnographic observation
Time-consuming
2 Natural language processing (Review also
help in opinion mining and ethnographic
observation)
Classified large database N/A
3 Machine Model of sentiment analysis
(Provide data accuracy due to the
involvement of eight sequential steps).
Computational system help in an analysis
of online product reviews
Depend on database availability
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Design theories and methodologies customer voices
Axiomatic Design Customer product desire
33

Functional requirements Standard of product performance
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
Online product
reviews (OPRs) act
as an input for
creating the
sophisticated
amount of
intelligence.
Human language
needed for statistical
analysis and
presentation of
information invalid
sense
Features
improvement help
in identification of
public demand
whether the product
feature is liked or
disliked.
Language
processing
presented the
information in the
statistical format
that generates ease
and convenience for
the designers in
product formation
Associative algorithm held in the extraction of
designer intelligence for describing the
relationship between product feature and
statistical language. The algorithm also
describes the textual similarity between words
at large scale
Inadequate recognition of a common pattern
in relation to discoveries due to the
involvement of negative word and multiple
product analyses.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
The computational method helps in the
formation of the framework with respect to
The evaluation is based on product designing
and public reviews on the available product.
The study improvises the understanding of
web-based information collection which forms
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the available reviews and database. The
particular concept follows different tools for
the processing of language to present the
information in the statistical format (Ireland
& Liu, 2018).
Product designer gets benefited by getting the
quantitative collection of quality data in
relation to the public demand.
the direct link with the web-scrolling in order
to enhance the sales and revenue of the
product.
Diagram/Flowchart
35

Figure: Diagram of machine model process
36

9
Reference in APA format that will be
in 'Reference List'
Rekik, R., Kallel, I., Casillas, J., & Alimi, A. M. (2018). Assessing websites quality: A systematic
literature review by text and association rules mining. International Journal of Information
Management, 38(1), 201-216.
Citation that will be in the content (Rekik, et. al., 2018)
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://ac-els-cdn-
com.ezproxy.csu.edu.au/S02684012153
02875/1-s2.0-S0268401215302875-
main.pdf?_tid=112a3d94-73dd-4823-
a08d-
3a842e2dd512&acdnat=1532674232_2
fb19f1bdf82069b30aa009e4cd671d0
Level of journal –Q1 Assessing websites, Multiple criteria, decision making,
Text mining, Association rules mining, Systematic
literature review
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Intelligent soft computing technique
Tools:
Java API, Search engine
Applied Area:
Website ranking
Problem:
Poor quality of website affects criteria for
multiple decisions making is the major
problem as identified by the authors.
Goal:
To motivate the research community for
the association of rule mining and
development of probe dataset and to
 Binary number 0 and 1
 Spectrum
 Graphical user interphase (GUI)
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explain review on soft-computing.
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Website categorization (determine and
categorising the number of the electronic
transaction).
Improves website quality N/A
2 Apriori algorithm (mining frequent
association rules).
N/A N/A
3 Rules association (formation of standard
website).
Help information of the standard website. Complex process
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Web-site Data-mining
Data base criteria Aspects of articles
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View) Poor quality of website affects criteria for
multiple decisions making This research is
Website ranking is based on human thinking,
thus this will be complex and less reliable in
38

Measured criteria
act as an input for
website
construction.
Hierarchical
network input
reduces the risk of
error
The criteria for web
designing promotes
web ranking and
catches more
customers towards
the use of website
and purchasing
products
featured with soft computing techniques in
mining rules for website designing and
promoting its rank. It also aids in improving the
quality of the web.
nature despite its major significance.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Rekik, et. al., (2018), describes a way for
improving the quality of a website by
collecting the set of criteria and weighing
them for website rank assessment. The also
explains association rules for making a
website.
Evaluation criteria of this study help web
developers for arranging content in a customer-
friendly way. Thus, it will beneficial for the
business unit to increase its productivity.
The present study focuses on techniques that
are used to load content on website and rules
that can enhance the website quality. For the
present research, this study adds benefit in
terms of identification of right method for
web-designing that directly or indirectly
promotes product purchase.
Diagram/Flowchart
39

Figure: Website categories consideration for assessment. Figure: Indexing and searching step
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10
Reference in APA format that will be
in 'Reference List'
Balbi, S., Misuraca, M., & Scepi, G. (2018). Combining different evaluation systems on social media
for measuring user satisfaction. Information Processing & Management, 54(4), 674-685.
Citation that will be in the content (Balbi, et. al., 2018)
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
https://www-sciencedirect-
com.ezproxy.csu.edu.au/science/article/
pii/S0306457317305204
Level of journal-Q1 Social media, Knowledge management, Sentiment
analysis, Rating
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Web 2.0
Tools:
Social media
Applied Area:
Measurement of user satisfaction
Problem:
The big social unstructured data issue in
the data process manually of the varied set
is a complex problem to be resolved.
Goal:
The central goal of this research is to
categorize article which is printed in
natural basis on the basis of their semantic
division.
 Web 2.0
 Social media
 Semantic division
 Rating scale
 Rating inference
The Process (Mechanism) of this Work; The process steps of the Technique/system
41

Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1 Text pre-processing (In this, it is likely to
apply on the corpus of evaluations of the
pre-treatment techniques).
To know in what way to analyse several
types of material this is available on social
media.
N/A
2 Computing the review polarities ( to
calculate the polarity a sentimental based
approach is used)
To know how to raise the utility of written
reviews.
N/A
3 Computing the polarity-driven ratings
(the polarity values are being computed as
per the unity-based normalisation)
N/A N/A
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Ranking algorithm Quality, quantity and recency of reviews
a supervised term weighting scheme Kullback–Leibler divergence
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
Scrapping approach computed the
In this research, a new policy is presented for
determining user satisfaction in the evaluation
This research needs more experiments and
method for measuring user satisfaction in the
42

by using a custom
crawler, a URL as
an input
polarity of each
review
and rating social media for that polarity is
driven rating review technique is evaluated
which measures the level of the satisfaction of
the user, as a satisfied user is meant to be as the
asset for the firm.
evaluation and rating social media not only
the bullets and the survey are enough to
determine the level of the satisfaction.
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Balbi, et al. (2018), had proposed a solution
for computing the user satisfaction in the
rating and reviewing of the social media, this
is done by computing the polarity review.
This research is using computing the polarity
review for measuring the customer satisfaction
and the review regards to the product. The
business unit may be benefited from this
approach and a user can get the reviews
regarding the products
Polarity driven computing can aid in
determining the level of the customer
satisfaction and to compute the social review
and the rating over the products.
Diagram/Flowchart
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Figure: Flowchart of the proposed method
44

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in 'Reference List'
Citation that will be in the content
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
45

Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
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12
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in 'Reference List'
Citation that will be in the content
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The Name of the Current Solution The Goal (Objective) of this Solution & What are the components of it?
47

(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
What is the Problem that need to be
solved
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
48

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Diagram/Flowchart
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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
50

1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
51

(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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14
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Citation that will be in the content
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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name: Problem:
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Tools:
Applied Area:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
53

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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15
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Citation that will be in the content
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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
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4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
56

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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name: Problem:
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Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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17
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(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
60

2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
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valuable for your project
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(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name: Problem:
62

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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Algorithm/ Model/ Tool/ Framework/
... etc )
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solved
What are the components of it?
Technique/Algorithm name:
Tools:
Problem:
Goal:
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Applied Area:
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Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
68

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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22
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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name: Problem:
Goal:
72

Tools:
Applied Area:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
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Dependent Variable Independent Variable
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Input and Output Critical Thinking: Feature of this work, and
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Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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23
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Citation that will be in the content
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74

The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
75

5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
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The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Problem:
Goal:
77

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
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valuable for your project
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Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
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(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Problem:
Goal:
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Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
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research current solution, and Why
(Justify)
Input (Data) Output (View)
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valuable for your project
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Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Diagram/Flowchart
86

28
Reference in APA format that will be
in 'Reference List'
Citation that will be in the content
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
87

The Process (Mechanism) of this Work; The process steps of the Technique/system
Process Steps Advantage (Purpose of this step) Disadvantage (Limitation/Challenge)
1
2
3
4
5
Validation Criteria (Measurement Criteria)
Dependent Variable Independent Variable
Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
88

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(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Diagram/Flowchart
29
Reference in APA format that will be
in 'Reference List'
Citation that will be in the content
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
89

Input and Output Critical Thinking: Feature of this work, and
Why (Justify)
Critical Thinking: Limitations of the
research current solution, and Why
(Justify)
Input (Data) Output (View)
(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Diagram/Flowchart
91

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30
Reference in APA format that will be
in 'Reference List'
Citation that will be in the content
URL of the Reference Level of Journal (Q1, Q2, …Qn) Keywords in this Reference
The Name of the Current Solution
(Technique/ Method/ Scheme/
Algorithm/ Model/ Tool/ Framework/
... etc )
The Goal (Objective) of this Solution &
What is the Problem that need to be
solved
What are the components of it?
Technique/Algorithm name:
Tools:
Applied Area:
Problem:
Goal:
The Process (Mechanism) of this Work; The process steps of the Technique/system
92

(Describe the research/current solution) Evaluation Criteria How this research/current solution is
valuable for your project
Diagram/Flowchart
© Dr Abeer Alsadoon 2018_CSU Sydney Study Centre
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