A model for generating a user dynamic profile on social media
A user profile can be considered as an interface of one’s characteristics, interests, thoughts, and preferences. This profile is dynamic as it is changed over time. Designing a user profile model that can track and accommodate these changes is important for providing personalized services on the Int...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2022-11-01
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| Series: | Journal of King Saud University: Computer and Information Sciences |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S1319157822003196 |
| _version_ | 1798006167918608384 |
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| author | Fatima Azzam Mohammed Kayed Abdelmgied Ali |
| author_facet | Fatima Azzam Mohammed Kayed Abdelmgied Ali |
| author_sort | Fatima Azzam |
| collection | DOAJ |
| description | A user profile can be considered as an interface of one’s characteristics, interests, thoughts, and preferences. This profile is dynamic as it is changed over time. Designing a user profile model that can track and accommodate these changes is important for providing personalized services on the Internet. This paper introduces a model for building a dynamic user profile based on the daily activities of the user and other users’ activities who are followed by this user. The proposed model tracks the user, learns from his activities, and finally reformulates the user profile. Using two different supervised learning classification algorithms, the user’s activities (tweets, retweets, etc.) are classified into a predefined list of topic categories of interest that are used to form and model the user’s dynamic profile. The primary results show that the proposed model can be used to accurately describe the user, and thus, could be the default user interface for others. |
| first_indexed | 2024-04-11T12:50:39Z |
| format | Article |
| id | doaj.art-5e02ebdae37d41018237d618001f9c8f |
| institution | Directory Open Access Journal |
| issn | 1319-1578 |
| language | English |
| last_indexed | 2024-04-11T12:50:39Z |
| publishDate | 2022-11-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Journal of King Saud University: Computer and Information Sciences |
| spelling | doaj.art-5e02ebdae37d41018237d618001f9c8f2022-12-22T04:23:13ZengElsevierJournal of King Saud University: Computer and Information Sciences1319-15782022-11-01341091329145A model for generating a user dynamic profile on social mediaFatima Azzam0Mohammed Kayed1Abdelmgied Ali2Computer Science Department, Faculty of Science, El Minia University, Egypt; Corresponding author at: Computer Sciences Department, Faculty of Science, El minia University, Minia, Egypt.Faculty of Computers and Artificial Intelligence, Beni-Suef University, EgyptComputer Science Department, Faculty of Science, El Minia University, EgyptA user profile can be considered as an interface of one’s characteristics, interests, thoughts, and preferences. This profile is dynamic as it is changed over time. Designing a user profile model that can track and accommodate these changes is important for providing personalized services on the Internet. This paper introduces a model for building a dynamic user profile based on the daily activities of the user and other users’ activities who are followed by this user. The proposed model tracks the user, learns from his activities, and finally reformulates the user profile. Using two different supervised learning classification algorithms, the user’s activities (tweets, retweets, etc.) are classified into a predefined list of topic categories of interest that are used to form and model the user’s dynamic profile. The primary results show that the proposed model can be used to accurately describe the user, and thus, could be the default user interface for others.http://www.sciencedirect.com/science/article/pii/S1319157822003196Mathematica modellingProfilingSocial mediaMulticlass classificationMachine learning |
| spellingShingle | Fatima Azzam Mohammed Kayed Abdelmgied Ali A model for generating a user dynamic profile on social media Journal of King Saud University: Computer and Information Sciences Mathematica modelling Profiling Social media Multiclass classification Machine learning |
| title | A model for generating a user dynamic profile on social media |
| title_full | A model for generating a user dynamic profile on social media |
| title_fullStr | A model for generating a user dynamic profile on social media |
| title_full_unstemmed | A model for generating a user dynamic profile on social media |
| title_short | A model for generating a user dynamic profile on social media |
| title_sort | model for generating a user dynamic profile on social media |
| topic | Mathematica modelling Profiling Social media Multiclass classification Machine learning |
| url | http://www.sciencedirect.com/science/article/pii/S1319157822003196 |
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