HomeWork

6/13/2021 Originality Report

https://ucumberlands.blackboard.com/webapps/mdb-sa-BB5a31b16bb2c48/originalityReport/ultra?attemptId=9b279468-574f-4572-99cc-70e0886754a6&course_id=… 1/4

%64

%0

SafeAssign Originality Report Summer 2021 - Intro to Data Mining (ITS-632-M51) - Full Term • Week 6 Homework

%64Total Score: High riskKirti Devkota Submission UUID: 853e9752-e5fe-c18a-c1c2-384be9f4dd27

Total Number of Reports

2 Highest Match

64 % ArticleReviewonClassificationTechniques.…

Average Match

64 % Submitted on

06/13/21 07:02 PM CDT

Average Word Count

748 Highest: ArticleReviewonClassificationTec…

%64Attachment 1

Institutional database (4)

Student paper Student paper Student paper

Student paper

Internet (1)

devopedia

Top sources (3)

Excluded sources (0)

View Originality Report - Old Design

Word Count: 748 ArticleReviewonClassificationTechniques.edited.docx

3 1 5

2

4

3 Student paper 1 Student paper 5 Student paper

Running Head: ARTICLE REVIEW ON CLASSIFICATION TECHNIQUES 2

ARTICLE REVIEW ON CLASSIFICATION TECHNIQUES 2

Article Review on Classification Techniques

Kirti Devkota

Dr. Oner Celepcikay

06/13/2021

Article Review on Classification Techniques

Results of the Study

This study aimed to further explain opinion mining and sentiment analysis together with its methods. The research was in-depth research on opinion mining. The

authors discovered that there are open problems in opinion mining and sentiment analysis. They state that some of the most critical open problems in various senti- ment analysis aspects are that opinion mining can assist in identifying and taking out profound and useful knowledge resources through the use of concept-level sen- timent (Fatemeh Hemmatian, 2019). They as well discovered that the propensity of the convolution neural network technique is very high in the new research.

The researchers have found out that the supervised techniques have been an appropriate model in categorizing the comments and it has high validity and accuracy although due to depending on training documents that are tagged, they look for an expensive and very slow trend. The authors also, discovered that the studies re- garding semi-supervised methods are increasing, and taking into account micro-blogs popularity like Twitter, these methods are very effective choices for micro-blogs. It has also been noted in the research that the popularity of Lexicon-based and clustering techniques has taken a growing trend among researchers. It is also noted that the cost of the supervised learning approach is high for different rationale and as well as slow efficiency. The authors found out that the Lexicon-based technique does not demand the involvement of humans, and that their accuracy is limited, and they have a very fast efficiency. They also, discovered that the clustering method has quantitative and qualitative effectiveness and robustness. The technique of extraction based on the relation between opinion aspects and words was found to be significantly better than the existing techniques. Definition of opinion mining

1

2

1

3

3

3

4

6/13/2021 Originality Report

https://ucumberlands.blackboard.com/webapps/mdb-sa-BB5a31b16bb2c48/originalityReport/ultra?attemptId=9b279468-574f-4572-99cc-70e0886754a6&course_id=… 2/4

Source Matches (12)

Student paper 70%

Student paper 65%

Student paper 74%

Student paper 100%

Student paper 78%

The authors of this study provide two definitions of opinion mining where they state that there are two main explanations of opinion mining. In the article, the

authors define opinion mining as a new subfield of NLP, text mining, and retrieval of information. Then they provide the first definition of opinion mining as the auto- matic processing of documents to determine the opinion conveyed in that, as a unitary body of the study. The other explanation is that opinion mining is taking out the opinion of the people from the web. It examines the opinions of the people, attitude, appraisals, and emotions toward a company, a person, an entity, actions, is- sues, topics, and their attributes (Gurkamalpreet Kaur, 2017). It is a process utilized for the automatic retrieval of knowledge from the reviews of individuals on some specific problem, topic, or product. The article expresses that opinion mining has been presented as a powerful method of recognizing the knowledge through the comments expressed, explicitly in the web context. Concepts and techniques of opinion mining Opinion mining is a way to natural language processing (NPL), recog- nizing the emotional tone behind a body text. The survey gives some concepts of opinion mining where they state that opinion mining is utilized in evaluating the opinions that are provided by customers in the form of a comment, reviews and is helpful for distinguishing various competing companies. the research also discusses different techniques of opinion mining which they state as being, unsupervised learning also known as Lexicon-based technique. This technique is a classic method for opinion mining to categorize the lexicons into negative, positive, and neutral words. The other technique that is discussed in this study is the supervised method which is mostly discussed as a machine learning method. The authors state that machine learning techniques are used to categorize sentiments. Transforming an orga-

nization to the NLP framework is essential to the company since it will assist the computers in communicating with humans in their language and scales other tasks related to language. When a company has the help of NPL, they can gain insights on their customers much better to enhance their experience, which will assist the business change their market position.

References

Fatemeh Hemmatian. (2019, October). A survey on classification techniques for opinion mining and sentiment analysis. ResearchGate. https://www.re-

searchgate.net/publication/321895547_A_survey_on_classification_techniques_for_opinion_mining_and_sentiment_analysis

Gurkamalpreet Kaur. (2017, June 30). Scientific Research Journals - FOREX Publication. https://cms.forexjournal.co.in/Admin/paper/28IJCSR-050213.pdf

3

3

3 5

1

Student paper

ARTICLE REVIEW ON CLASSIFICATION TECHNIQUES 2 ARTICLE REVIEW ON CLASSIFICA- TION TECHNIQUES 2 Article Review on Classification Techniques

Original source

Review the article by Hemmatian (2019), on classification techniques Review the article by Hemmatian (2019), on classification techniques Review the article by Hemmatian (2019), on classification techniques

2

Student paper

06/13/2021

Original source

June 13, 2021

1

Student paper

Article Review on Classification Techniques

Original source

Review the article by Hemmatian (2019), on classification techniques

3

Student paper

Results of the Study

Original source

Results of the Study

3

Student paper

The authors discovered that there are open problems in opinion mining and sentiment analysis. They state that some of the most critical open problems in various sentiment analysis aspects are that opinion mining can assist in identifying and taking out profound and useful knowledge resources through the use of concept-level sentiment (Fatemeh Hemmatian, 2019).

Original source

The authors found out that there are open problems in opinion mining and sentiment analysis They stated that the most vital open problems in various aspects of opinion min- ing are that opinion mining can assist in identifying and take out valuable and significant knowledge resources utilizing concept-level opinion mining (Fatemeh Hemmatian, 2017)

6/13/2021 Originality Report

https://ucumberlands.blackboard.com/webapps/mdb-sa-BB5a31b16bb2c48/originalityReport/ultra?attemptId=9b279468-574f-4572-99cc-70e0886754a6&course_id=… 3/4

Student paper 76%

devopedia 64%

Student paper 88%

Student paper 95%

Student paper 100%

Student paper 100%

Student paper 100%

3

Student paper

The researchers have found out that the supervised techniques have been an appropriate model in categorizing the comments and it has high validity and accuracy although due to depending on training documents that are tagged, they look for an expensive and very slow trend.

Original source

Also, they found out that supervised techniques have been stated as a proper model of classifying the opinion having high validity and accuracy, but due to depending on tagged training documents, they look for an expensive and very slow trend

4

Student paper

Definition of opinion mining

Original source

Opinion Mining Process

3

Student paper

In the article, the authors define opinion mining as a new subfield of NLP, text mining, and retrieval of information. Then they provide the first definition of opinion mining as the automatic processing of documents to determine the opinion conveyed in that, as a unitary body of the study. The other explanation is that opinion mining is taking out the opinion of the people from the web. It examines the opinions of the people, attitude, ap- praisals, and emotions toward a company, a person, an entity, actions, issues, topics, and their attributes (Gurkamalpreet Kaur, 2017).

Original source

In the article, the authors define opinion mining as a new subfield of natural language processing, text mining, and retrieval of information the first definition is that opinion mining is the automatic processing of documents to determine the opinion conveyed in that, as a unitary body of research The other definition is that opinion mining is taking out the opinion of the people from the web It examines the opinions of the people, attitude, appraisals, and emotions toward a company, a person, an entity, actions, issues, topics, and their attributes

3

Student paper

It is a process utilized for the automatic retrieval of knowledge from the reviews of indi- viduals on some specific problem, topic, or product. The article expresses that opinion mining has been presented as a powerful method of recognizing the knowledge through the comments expressed, explicitly in the web context. Concepts and techniques of opin- ion mining Opinion mining is a way to natural language processing (NPL), recognizing the emotional tone behind a body text. The survey gives some concepts of opinion mining where they state that opinion mining is utilized in evaluating the opinions that are provid- ed by customers in the form of a comment, reviews and is helpful for distinguishing vari- ous competing companies.

Original source

It is a process utilized for the automatic retrieval of knowledge from the revies of individu- als on some specific problem, topic, or product The article expresses that opinion mining has been presented as a powerful method of recognizing the knowledge through the ex- pressed comments, explicitly in the web context Opinion mining is a way to natural lan- guage processing (NPL), recognizing the emotional tone behind a body text The survey gives some concepts of opinion mining where they state that opinion mining is utilized in evaluating the opinions that are provided by customers in the form of a comment, re- views and is helpful for distinguishing various competing companies

3

Student paper

Transforming an organization to the NLP framework is essential to the company since it will assist the computers in communicating with humans in their language and scales oth- er tasks related to language. When a company has the help of NPL, they can gain insights on their customers much better to enhance their experience, which will assist the busi- ness change their market position.

Original source

Transforming an organization to the NLP framework is essential to the company since it will assist the computers in communicating with humans in their language and scales oth- er tasks related to language When a company has the help of NPL, they can gain insights on their customers much better to enhance their experience, which will assist the busi- ness change their market position

3

Student paper

A survey on classification techniques for opinion mining and sentiment analysis.

Original source

A survey on classification techniques for opinion mining and sentiment analysis

5

Student paper

https://www.researchgate.net/publication/321895547_A_survey_on_classification_tech- niques_for_opinion_mining_and_sentiment_analysis

Original source

https://www.researchgate.net/publication/321895547_A_survey_on_classification_tech- niques_for_opinion_mining_and_sentiment_analysis

6/13/2021 Originality Report

https://ucumberlands.blackboard.com/webapps/mdb-sa-BB5a31b16bb2c48/originalityReport/ultra?attemptId=9b279468-574f-4572-99cc-70e0886754a6&course_id=… 4/4

Attachment 2

Source Matches (0)

Submission_Text.html