Whats Trending? An Efficient Trending Research Topics Extractor and Recommender

被引:5
|
作者
Alzubi, Shadi [1 ]
Hawashin, Bilal [1 ]
Mughaid, Ala [2 ]
Jararweh, Yaser [3 ]
机构
[1] Alzaytoonah Univ Jordan, Amman, Jordan
[2] Hashimite Univ, Zarqa, Jordan
[3] Jordan Univ Sci & Technol, Irbid, Jordan
关键词
Recommender system; NLP; Artificial Intelligence;
D O I
10.1109/ICICS49469.2020.239519
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Finding trending research topics can be of great importance to many domains. However, despite its importance, the works that concentrated on this task are very limited. Furthermore, they did not consider important criteria to detect trending scientific topics. Furthermore, the extraction of trending topics need to be integrated with a recommender system, as it would be difficult for users to browse all the extracted trending scientific topics. In this work, we propose an efficient trending scientific topics extractor and an integrated recommender system. The contribution of this work lies in three points. First, improving the performance of the trending topic extractors by using two important criteria that were not used by the literature. Second, integrating a recommender system with the trending topic extractor to provide intelligent results based on the user profile. Third, insisting on the importance of this field as it deserves more works in this direction. Experimental results showed that the system is efficient in terms of updating time, trending topic extraction time, extraction recall and precision, and recommendation time.
引用
下载
收藏
页码:191 / 196
页数:6
相关论文
共 50 条
  • [1] Trending topics workshop
    Eckhardt, Andreas
    INFORMATION SYSTEMS JOURNAL, 2023, 33 (06) : 1423 - 1425
  • [2] Trending Ingredient Topics
    Nachay, Karen
    FOOD TECHNOLOGY, 2014, 68 (06) : 73 - +
  • [3] Trending Topics in Rhinoplasty
    Patrocinio, Lucas G.
    Patrocinio, Tomas G.
    Patrocinio, Jose A.
    ARCHIVES OF FACIAL PLASTIC SURGERY, 2011, 13 (06) : 434 - 435
  • [4] TRENDING TOPICS OF ACCOUNTING RESEARCH: EXPERIENCE OF UKRAINE
    Zhurakovska, Iryna
    Nuzhna, Oksana
    Tluchkevych, Nataliia
    FINANCIAL AND CREDIT ACTIVITY-PROBLEMS OF THEORY AND PRACTICE, 2022, 4 (45): : 276 - 284
  • [5] #Trending topics in careers: a review and future research agenda
    Akkermans, Jos
    Kubasch, Stella
    CAREER DEVELOPMENT INTERNATIONAL, 2017, 22 (06) : 586 - 627
  • [6] Sensing Trending Topics in Twitter
    Maria Aiello, Luca
    Petkos, Georgios
    Martin, Carlos
    Corney, David
    Papadopoulos, Symeon
    Skraba, Ryan
    Goeker, Ayse
    Kompatsiaris, Ioannis
    Jaimes, Alejandro
    IEEE TRANSACTIONS ON MULTIMEDIA, 2013, 15 (06) : 1268 - 1282
  • [8] Identifying Research Index (R+) by Efficient Ranking and Recommender System for Evaluation and Analysis of Trending Research
    Debnath, Soumyadeep
    Manna, Suvojit
    Datta, Souvik
    Kole, Dipak Kr
    2018 4TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2018,
  • [9] Mapping trending topics and leading producers in innovation policy research
    Lopez-Rubio, Pedro
    Roig-Tierno, Norat
    Mas-Tur, Alicia
    INFORMATION RESEARCH-AN INTERNATIONAL ELECTRONIC JOURNAL, 2021, 26 (03):
  • [10] Trending Topics in Twitter A Case Study
    Martins, Tiago
    Azevedo, Isabel
    2015 10TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 2015,