机构:
Graph Era Deemed Be Univ, Dept Math Comp Sci & Engn, Dehra Dun 248002, IndiaGGSIPU, Banarsidas Chandiwala Inst Profess Studies, Dept Management, Delhi, India
Machine learning techniques;
Social media platforms;
Trending videos;
Video categorisation;
YouTube;
SENTIMENT ANALYSIS;
FUTURE;
D O I:
10.1007/s13198-023-02034-8
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
The internet has brought about significant transformations in communication and human behaviour. It has revolutionised how people connect, express themselves, and socialise. The emergence of social media platforms has turned the virtual world into a tangible reality, enabling global connectivity without barriers. Initially designed to stay in touch with acquaintances and share thoughts, social media platforms have evolved to offer a diverse range of services. These platforms have become thriving marketplaces, influencing consumer behaviour in various ways. Platforms like YouTube have witnessed notable changes in the number and nature of advertisements accompanying videos. Due to the revenue-sharing model based on advertisements, YouTube had to increase its video view count. Additionally, YouTube has introduced video categorisation, with one such category being "trending videos." This proposal utilises existing machine learning techniques like support vector, logistic regression and decision tree to predict whether a video will be categorised as trending, employing supervised machine learning methods. The results are then compared based on their accuracy and precision, providing insights into the effectiveness of the techniques.
机构:
Al Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
King Abdulaziz Univ, Nonlinear Anal & Appl Math NAAM Res Grp, Fac Sci, Dept Math, Jeddah 21589, Saudi ArabiaAl Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
Abu Arqub, Omar
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h-index:
机构:
Hayat, Tasawar
Alhodaly, Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz Univ, Nonlinear Anal & Appl Math NAAM Res Grp, Fac Sci, Dept Math, Jeddah 21589, Saudi ArabiaAl Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alzubi, Omar A.
Alzubi, Jafar A.
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h-index: 0
机构:
Al Balqa Appl Univ, Fac Engn, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alzubi, Jafar A.
Alweshah, Mohammed
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h-index: 0
机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alweshah, Mohammed
Qiqieh, Issa
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h-index: 0
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Al Balqa Appl Univ, Fac Engn, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Qiqieh, Issa
Al-Shami, Sara
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机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Al-Shami, Sara
Ramachandran, Manikandan
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h-index: 0
机构:
SASTRA Deemed Univ, Sch Comp, Thanjavur, IndiaAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
机构:
Al Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
King Abdulaziz Univ, Nonlinear Anal & Appl Math NAAM Res Grp, Fac Sci, Dept Math, Jeddah 21589, Saudi ArabiaAl Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
Abu Arqub, Omar
论文数: 引用数:
h-index:
机构:
Hayat, Tasawar
Alhodaly, Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz Univ, Nonlinear Anal & Appl Math NAAM Res Grp, Fac Sci, Dept Math, Jeddah 21589, Saudi ArabiaAl Balqa Appl Univ, Dept Math, Fac Sci, Salt 19117, Jordan
机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alzubi, Omar A.
Alzubi, Jafar A.
论文数: 0引用数: 0
h-index: 0
机构:
Al Balqa Appl Univ, Fac Engn, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alzubi, Jafar A.
Alweshah, Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Alweshah, Mohammed
Qiqieh, Issa
论文数: 0引用数: 0
h-index: 0
机构:
Al Balqa Appl Univ, Fac Engn, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Qiqieh, Issa
Al-Shami, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Al Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, JordanAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan
Al-Shami, Sara
Ramachandran, Manikandan
论文数: 0引用数: 0
h-index: 0
机构:
SASTRA Deemed Univ, Sch Comp, Thanjavur, IndiaAl Balqa Appl Univ, Prince Abdullah bin Ghazi Fac Informat & Commun T, Al Salt, Jordan