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

页码：372 / 381

页数：10

共 50 条

[31] 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
[32] Leveraging generative AI synthetic and social media data for content generalizability to overcome data constraints in vision deep learning
Alipour, Panteha
Gallegos, Erika
ARTIFICIAL INTELLIGENCE REVIEW, 2025, 58 (05)
[33] Synthetic data protection: Towards a paradigm change in data regulation?
Beduschi, Ana
BIG DATA & SOCIETY, 2024, 11 (01):
[34] Trademarks and Social Media: Towards Algorithmic Justice
Savirimuthu, Joseph
JOURNAL OF INTELLECTUAL PROPERTY LAW & PRACTICE, 2016, 11 (06) : 474 - +
[35] Towards Fake News Detection on Social Media
Alghamdi, Jawaher
Lin, Yuqing
Luo, Suhuai
2022 21ST IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, ICMLA, 2022, : 148 - 153
[36] Factors shaping attitudes towards UK bank brands: An exploratory analysis of social media data
Mogaji, Emmanuel
Farinloye, Temitope
Aririguzoh, Stella
COGENT BUSINESS & MANAGEMENT, 2016, 3
[37] Consumers' Attitudes Towards Social Media Banking
Majekodunmi, Dola
Harris, Lisa
SOCIAL MEDIA: THE GOOD, THE BAD, AND THE UGLY, 2016, 9844 : 717 - 727
[38] Social Media Discourse: Towards the Problem of Interpretation
Yefanov, Aleksandr A.
Osokin, Artem A.
THEORETICAL AND PRACTICAL ISSUES OF JOURNALISM, 2022, 11 (03): : 509 - 527
[39] Towards next-generation social media?
Zhang, Daqiang
Zhang, Yin
Chen, Min
NEW REVIEW OF HYPERMEDIA AND MULTIMEDIA, 2015, 21 (3-4) : 197 - 198
[40] Towards Informal Caregiver Identification in Social Media
Al-Bahrani, Reda
Danilovich, Margaret K.
Agrawal, Ankit
Choudhary, Alok
2016 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI), 2016, : 414 - 414

← 1 2 3 4 5 →