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Neural networks are increasingly used for graph classification in a variety of contexts. Social media is a critical application area in this space, however the characteristics of social media graphs differ from those seen in most popular…

Machine Learning · Computer Science 2021-01-01 Thomas Magelinski , David Beskow , Kathleen M. Carley

The rapid development of IoT applications and their use in various fields of everyday life has resulted in an escalated number of different possible cyber-threats, and has consequently raised the need of securing IoT devices. Collecting…

Cryptography and Security · Computer Science 2021-09-10 Sofia Alevizopoulou , Paris Koloveas , Christos Tryfonopoulos , Paraskevi Raftopoulou

Bots are user accounts in social media which are controlled by computer programs. Similar to many other things, they are used for both good and evil purposes. One nefarious use-case for them is to spread misinformation or biased data in the…

Social and Information Networks · Computer Science 2020-08-11 Muhammad Bazm , Masoud Asadpour

Unawareness of privacy risks together with approval seeking motivations make humans enter too much detail into the likes of Facebook, Twitter, and Instagram. To test whether the rationality principle applies, we construct a tool that shows…

Cryptography and Security · Computer Science 2021-12-01 Florian Kammüller , Chelsea Mira Alvarado

Social media platforms like Twitter, Facebook, and Instagram have facilitated the spread of misinformation, necessitating automated detection systems. This systematic review evaluates 36 studies that apply machine learning (ML) and deep…

Machine Learning · Computer Science 2025-06-24 Yunchong Liu , Xiaorui Shen , Yeyubei Zhang , Zhongyan Wang , Yexin Tian , Jianglai Dai , Yuchen Cao

Obtaining the desired dataset is still a prime challenge faced by researchers while analyzing Online Social Network (OSN) sites. Application Programming Interfaces (APIs) provided by OSN service providers for retrieving data impose several…

Social and Information Networks · Computer Science 2019-11-27 Mudasir Ahmad Wani , Nancy Agarwal , Suraiya Jabin , Syed Zeeshan Hussai

User preference profiling is an important task in modern online social networks (OSN). With the proliferation of image-centric social platforms, such as Pinterest, visual contents have become one of the most informative data streams for…

Information Retrieval · Computer Science 2016-11-17 Longqi Yang , Cheng-Kang Hsieh , Deborah Estrin

Cyber attacks are growing in frequency and severity. Over the past year alone we have witnessed massive data breaches that stole personal information of millions of people and wide-scale ransomware attacks that paralyzed critical…

Social and Information Networks · Computer Science 2018-06-13 Palash Goyal , KSM Tozammel Hossain , Ashok Deb , Nazgol Tavabi , Nathan Bartley , Andr'es Abeliuk , Emilio Ferrara , Kristina Lerman

All groups of people felt the impact of the COVID-19 pandemic. This situation triggers anxiety, which is bad for everyone. The government's role is very influential in solving these problems with its work program. It also has many pros and…

Computation and Language · Computer Science 2021-03-02 Shoffan Saifullah , Yuli Fauziah , Agus Sasmito Aribowo

In this paper, we consider the problem of latent sentiment detection in Online Social Networks such as Twitter. We demonstrate the benefits of using the underlying social network as an Ising prior to perform network aided sentiment…

Social and Information Networks · Computer Science 2014-01-10 Rohit Negi , Vinay Uday Prabhu , Miguel Rodrigues

Users of Online Social Networks (OSNs) interact with each other more than ever. In the context of a public discussion group, people receive, read, and write comments in response to articles and postings. In the absence of access control…

Social and Information Networks · Computer Science 2018-12-10 Chun-Ming Lai , Xiaoyun Wang , Jon W. Chapman , Yu-Cheng Lin , Yu-Chang Ho , S. Felix Wu , Patrick McDaniel , Hasan Cam

Communities typically capture homophily as people of the same community share many common features. This paper is motivated by the problem of community detection in social networks, as it can help improve our understanding of the network…

Computer Science and Game Theory · Computer Science 2017-09-01 Radhika Arava

Mental health constitutes a complex and pervasive global challenge, affecting millions of lives and often leading to severe consequences. In this paper, we conduct a thorough survey to explore the intersection of data science, artificial…

Machine Learning · Computer Science 2026-04-28 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan

In the last few decades sociologists were trying to explain human behaviour by analysing social networks, which requires access to data about interpersonal relationships. This represented a big obstacle in this research field until the…

Social and Information Networks · Computer Science 2018-07-03 Luka Humski , Damir Pintar , Mihaela Vranić

Online Social Networks (OSNs) have come to play an increasingly important role in our social lives, and their inherent privacy problems have become a major concern for users. Can we assist consumers in their privacy decision-making…

Social and Information Networks · Computer Science 2016-06-27 Cailing Dong , Hongxia Jin , Bart P. Knijnenburg

Modern scientific advancements often contribute to the introduction and refinement of never-before-seen technologies. This can be quite the task for humans to maintain and monitor and as a result, our society has become reliant on machine…

Cryptography and Security · Computer Science 2021-10-18 Sam Strecker , Rushit Dave , Nyle Siddiqui , Naeem Seliya

The increased popularity and ubiquitous availability of online social networks and globalised Internet access have affected the way in which people share content. The information that users willingly disclose on these platforms can be used…

Social and Information Networks · Computer Science 2016-07-12 Maria Han Veiga , Carsten Eickhoff

We demonstrate that effortlessly accessible digital records of behavior such as Facebook Likes can be obtained and utilized to automatically distinguish a wide range of highly delicate personal traits including: life satisfaction, cultural…

Social and Information Networks · Computer Science 2025-09-04 Raad Bin Tareaf , Philipp Berger , Patrick Hennig , Christoph Meinel

This paper focuses on the detection of potentially dangerous tendencies of social media users in an innovative multimodal way. We integrate Natural Language Processing (NLP) and Graph Neural Networks (GNNs) together. Firstly, we apply NLP…

Machine Learning · Computer Science 2025-09-23 Cuiqianhe Du , Chia-En Chiang , Tianyi Huang , Zikun Cui

With the rise of social media, people can now form relationships and communities easily regardless of location, race, ethnicity, or gender. However, the power of social media simultaneously enables harmful online behavior such as harassment…

Social and Information Networks · Computer Science 2016-06-28 Elaheh Raisi , Bert Huang