[HTML][HTML] Graph neural networks: A review of methods and applications

J Zhou, G Cui, S Hu, Z Zhang, C Yang, Z Liu, L Wang… - AI open, 2020 - Elsevier
Lots of learning tasks require dealing with graph data which contains rich relation
information among elements. Modeling physics systems, learning molecular fingerprints …

The anatomy of Reddit: An overview of academic research

AN Medvedev, R Lambiotte, JC Delvenne - … on and of Complex Networks III …, 2019 - Springer
Online forums provide rich environments where users may post questions and comments
about different topics. Understanding how people behave in online forums may shed light on …

Community interaction and conflict on the web

S Kumar, WL Hamilton, J Leskovec… - Proceedings of the 2018 …, 2018 - dl.acm.org
Users organize themselves into communities on web platforms. These communities can
interact with one another, often leading to conflicts and toxic interactions. However, little is …

[图书][B] Introduction to graph neural networks

Z Liu, J Zhou - 2022 - books.google.com
Graphs are useful data structures in complex real-life applications such as modeling
physical systems, learning molecular fingerprints, controlling traffic networks, and …

Twitter data analytical methodology development for prediction of start-up firms' social media marketing level

SH Jung, YJ Jeong - Technology in Society, 2020 - Elsevier
Social media marketing is an essential and important tool for start-up firms, which can help
start-up firms remedy the marketing limitations through ease and relatively low costs …

Seastar: vertex-centric programming for graph neural networks

Y Wu, K Ma, Z Cai, T Jin, B Li, C Zheng… - Proceedings of the …, 2021 - dl.acm.org
Graph neural networks (GNNs) have achieved breakthrough performance in graph analytics
such as node classification, link prediction and graph clustering. Many GNN training …

Extracting inter-community conflicts in reddit

S Datta, E Adar - Proceedings of the international AAAI conference on …, 2019 - ojs.aaai.org
Anti-social behaviors in social media can happen both at user and community levels. While
a great deal of attention is on the individual as an 'aggressor,'the banning of entire Reddit …

Self-induced consensus of reddit users to characterise the gamestop short squeeze

A Mancini, A Desiderio, R Di Clemente, G Cimini - Scientific reports, 2022 - nature.com
The short squeeze of GameStop (GME) shares in mid-January 2021 has been primarily
orchestrated by retail investors of the Reddit r/wallstreetbets community. As such, it …

Community identity and user engagement in a multi-community landscape

J Zhang, W Hamilton… - Proceedings of the …, 2017 - ojs.aaai.org
A community's identity defines and shapes its internal dynamics. Our current understanding
of this interplay is mostly limited to glimpses gathered from isolated studies of individual …

Characterizing English variation across social media communities with BERT

L Lucy, D Bamman - … of the Association for Computational Linguistics, 2021 - direct.mit.edu
Much previous work characterizing language variation across Internet social groups has
focused on the types of words used by these groups. We extend this type of study by …