Towards Synthetic Social Media Data

被引:0
|
作者
Mandravickaite, Justina [1 ,2 ]
Songailaite, Milita [1 ,2 ]
Gvozdovaite, Veronika [1 ,3 ]
Kalinauskaite, Danguole [1 ,2 ]
Krilavicius, Tomas [1 ,2 ]
机构
[1] Vytautas Magnus Univ, Kaunas, Lithuania
[2] Ctr Appl Res & Dev CARD, Kaunas, Lithuania
[3] Univ Oxford, Oxford, England
来源
BALTIC JOURNAL OF MODERN COMPUTING | 2022年 / 10卷 / 03期
关键词
social media; NLG; synthetic data; SNS; English;
D O I
10.22364/bjmc.2022.10.3.10
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
There is an increasing need for training and testing data that can be used for the development of technologies and research. Due to data protection regulations, a lot of the real -world data - especially the data from social media - becomes unavailable to use. The problem can be solved by generating synthetic data that imitates the properties of real-world data. In this paper, we present Fabulator - a social media generator that combines text and graph structure to be used for the generation of synthetic data and, in the future, for the simulation of various events on social media.
引用
收藏
页码:372 / 381
页数:10
相关论文
共 50 条
  • [21] Biases on Social Media Data
    Baeza-Yates, Ricardo
    WWW'20: COMPANION PROCEEDINGS OF THE WEB CONFERENCE 2020, 2020, : 782 - 783
  • [22] Social Media Data Misuse
    Soussan, Tariq
    Trovati, Marcello
    ADVANCES IN INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS (INCOS-2021), 2022, 312 : 183 - 189
  • [23] Data Forensics On Social Media
    Doultani, Mannat Amit
    Vijayalakshmi, M.
    2019 IEEE 5TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2019,
  • [24] Nowcasting with Social Media Data
    Kimmey, David L.
    Yoo, Jin S.
    2016 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2016, : 4004 - 4004
  • [25] Provenance Data in Social Media
    Farzindar, Atefeh
    TRAITEMENT AUTOMATIQUE DES LANGUES, 2013, 54 (01): : 227 - 229
  • [26] Social Media Screening and Procedural Justice: Towards Fairer Use of Social Media in Selection
    Vosen, Eva
    EMPLOYEE RESPONSIBILITIES AND RIGHTS JOURNAL, 2021, 33 (04) : 281 - 309
  • [27] A Review on Social Media Data for Social Transportation
    Chen, Yulin
    Chen, Hong
    Liu, Lina
    Sun, Xiaoke
    CICTP 2021: ADVANCED TRANSPORTATION, ENHANCED CONNECTION, 2021, : 126 - 136
  • [28] Social Media Screening and Procedural Justice: Towards Fairer Use of Social Media in Selection
    Eva Vosen
    Employee Responsibilities and Rights Journal, 2021, 33 : 281 - 309
  • [29] Leveraging generative AI synthetic and social media data for content generalizability to overcome data constraints in vision deep learning
    Panteha Alipour
    Erika Gallegos
    Artificial Intelligence Review, 58 (5)
  • [30] Synthetic data protection: Towards a paradigm change in data regulation?
    Beduschi, Ana
    BIG DATA & SOCIETY, 2024, 11 (01):