A model for generating a user dynamic profile on social media

被引:4
|
作者
Azzam, Fatima [1 ]
Kayed, Mohammed [2 ]
Ali, Abdelmgied [1 ]
机构
[1] Menia Univ, Dept Comp Sci, Fac Sci, Al Minya, Egypt
[2] Beni Suef Univ, Fac Comp & Artificial Intelligence, Bani Suwayf, Egypt
关键词
Mathematica modelling; Profiling; Social media; Multiclass classification; Machine learning;
D O I
10.1016/j.jksuci.2022.08.036
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:9132 / 9145
页数:14
相关论文
共 50 条
  • [41] Prediction of Interest for Dynamic Profile of Twitter User
    Siswanto, Elisafina
    Khodra, Masayu Leylia
    Dewi, Luh Joni Erawati
    [J]. 2014 INTERNATIONAL CONFERENCE OF ADVANCED INFORMATICS: CONCEPT, THEORY AND APPLICATION (ICAICTA), 2014, : 266 - 271
  • [42] Identify User Variants Based on User Behavior on Social Media
    Xu, Haoran
    Sun, Yuqing
    [J]. 2015 IEEE 34TH INTERNATIONAL PERFORMANCE COMPUTING AND COMMUNICATIONS CONFERENCE (IPCCC), 2015,
  • [43] Dynamic adaptation of numerical attributes in a user profile
    Marin, Lucas
    Isern, David
    Moreno, Antonio
    [J]. APPLIED INTELLIGENCE, 2013, 39 (02) : 421 - 437
  • [44] Dynamic adaptation of numerical attributes in a user profile
    Lucas Marin
    David Isern
    Antonio Moreno
    [J]. Applied Intelligence, 2013, 39 : 421 - 437
  • [45] User Profile Preserving Social Network Embedding
    Zhang, Daokun
    Yin, Jie
    Zhu, Xingquan
    Zhang, Chengqi
    [J]. PROCEEDINGS OF THE TWENTY-SIXTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 3378 - 3384
  • [46] You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP
    Del Tredici, Marco
    Marcheggiani, Diego
    Walde, Sabine Schulte Im
    Fernandez, Raquel
    [J]. 2019 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING AND THE 9TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (EMNLP-IJCNLP 2019): PROCEEDINGS OF THE CONFERENCE, 2019, : 4707 - 4717
  • [47] An effective social recommendation method based on user reputation model and rating profile enhancement
    Ahmadian, Sajad
    Afsharchi, Mohsen
    Meghdadi, Majid
    [J]. JOURNAL OF INFORMATION SCIENCE, 2019, 45 (05) : 607 - 642
  • [48] User clustering in a dynamic social network topic model for short text streams
    Qiu, Zhangcheng
    Shen, Hong
    [J]. INFORMATION SCIENCES, 2017, 414 : 102 - 116
  • [49] A PROFILE OF THE GEOMAGNETIC MODEL USER AND ABUSER
    MEYERS, H
    DAVIS, WM
    [J]. JOURNAL OF GEOMAGNETISM AND GEOELECTRICITY, 1990, 42 (09): : 1079 - 1085
  • [50] Towards a generic model of a user profile
    Anter, Samir
    El Yazidi, Mly Hafid
    Zellou, Ahmed
    Idri, Ali
    [J]. 2016 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS: THEORIES AND APPLICATIONS (SITA), 2016,