Multimodal Learning for Image Popularity Prediction on Social Media

被引:0
|
作者
Hu, Jiani [1 ]
Yamasaki, Toshihiko [1 ]
Aizawa, Kiyoharu [1 ]
机构
[1] Univ Tokyo, Dept Informat & Commun Engn, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138656, Japan
基金
日本学术振兴会;
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Billions of photographs are uploaded to the Internet every day through image sharing services, e.g., Flickr, Instagram, etc. The growing size of these social media poses new challenges in social popularity prediction. In this paper, we try to use a multimodal learning approach which uses both tag feature and visual feature for popularity prediction. We compare several multimodal approaches with unimodal approaches in our experiments and show the results.
引用
收藏
页码:259 / 260
页数:2
相关论文
共 50 条
  • [21] Multi-Pop: Enhancing user engagement with content-based multimodal popularity prediction in social media
    Kim, Jiyoon
    Ahn, Hyeongjin
    Park, Eunil
    EXPERT SYSTEMS, 2024,
  • [22] Suitability of Machine Learning Methods for Prediction of Popularity on Social Media in Comparison of Different Data Sets
    Hruska, Jan
    HRADEC ECONOMIC DAYS, VOL 11(1), 2021, 11 : 251 - 259
  • [23] NPP: A neural popularity prediction model for social media content
    Chen, Guandan
    Kong, Qingchao
    Xu, Nan
    Mao, Wenji
    NEUROCOMPUTING, 2019, 333 : 221 - 230
  • [24] Popularity Prediction for Social Media over Arbitrary Time Horizons
    Haimovich, Daniel
    Karamshuk, Dima
    Leeper, Thomas J.
    Riabenko, Evgeniy
    Vojnovic, Milan
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2021, 15 (04): : 841 - 849
  • [25] SATP: Sentiment Augmented Topic Popularity Prediction on Social Media
    Gong, Weizhi
    Zheng, Zuowu
    Gao, Xiaofeng
    Chen, Guihai
    SERVICE-ORIENTED COMPUTING (ICSOC 2019), 2019, 11895 : 575 - 577
  • [26] Popularity Prediction of Social Media Post Using Tensor Factorization
    Bohra, Navdeep
    Bhatnagar, Vishal
    Choudhary, Amit
    Ahlawat, Savita
    Sheoran, Dinesh
    Kumari, Ashish
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 36 (01): : 205 - 221
  • [27] Enhancing social media post popularity prediction with visual content
    Jeong, Dahyun
    Son, Hyelim
    Choi, Yunjin
    Kim, Keunwoo
    JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2024, 53 (03) : 844 - 882
  • [28] Combining macro and micro: feature-driven dynamic graph learning for social media popularity prediction
    Yashen Wang
    Dongyang Li
    Jianshan Sun
    Yuan Kun
    Yinan Jiang
    Yin Zhang
    Jie Cao
    World Wide Web, 2025, 28 (1)
  • [29] A novel multimodal online news popularity prediction model based on ensemble learning
    Arora, Anuja
    Hassija, Vikas
    Bansal, Shivam
    Yadav, Siddharth
    Chamola, Vinay
    Hussain, Amir
    EXPERT SYSTEMS, 2023, 40 (08)
  • [30] A Multimodal End-to-End Deep Learning Architecture for Music Popularity Prediction
    Martin-Gutierrez, David
    Hernandez Penaloza, Gustavo
    Belmonte-Hernandez, Alberto
    Alvarez Garcia, Federico
    IEEE ACCESS, 2020, 8 : 39361 - 39374