Knowledge graphs: Opportunities and challenges

C Peng, F **a, M Naseriparsa, F Osborne - Artificial Intelligence Review, 2023 - Springer
With the explosive growth of artificial intelligence (AI) and big data, it has become vitally
important to organize and represent the enormous volume of knowledge appropriately. As …

Social physics

M Jusup, P Holme, K Kanazawa, M Takayasu, I Romić… - Physics Reports, 2022 - Elsevier
Recent decades have seen a rise in the use of physics methods to study different societal
phenomena. This development has been due to physicists venturing outside of their …

A causal test of the strength of weak ties

K Rajkumar, G Saint-Jacques, I Bo**ov, E Brynjolfsson… - Science, 2022 - science.org
The authors analyzed data from multiple large-scale randomized experiments on LinkedIn's
People You May Know algorithm, which recommends new connections to LinkedIn …

Reshares on social media amplify political news but do not detectably affect beliefs or opinions

AM Guess, N Malhotra, J Pan, P Barberá, H Allcott… - Science, 2023 - science.org
We studied the effects of exposure to reshared content on Facebook during the 2020 US
election by assigning a random set of consenting, US-based users to feeds that did not …

Ogb-lsc: A large-scale challenge for machine learning on graphs

W Hu, M Fey, H Ren, M Nakata, Y Dong… - arxiv preprint arxiv …, 2021 - arxiv.org
Enabling effective and efficient machine learning (ML) over large-scale graph data (eg,
graphs with billions of edges) can have a great impact on both industrial and scientific …

[KNJIGA][B] Machine habitus: Toward a sociology of algorithms

M Airoldi - 2021 - books.google.com
We commonly think of society as made of and by humans, but with the proliferation of
machine learning and AI technologies, this is clearly no longer the case. Billions of …

A survey of Twitter research: Data model, graph structure, sentiment analysis and attacks

D Antonakaki, P Fragopoulou, S Ioannidis - Expert systems with …, 2021 - Elsevier
Twitter is the third most popular worldwide Online Social Network (OSN) after Facebook and
Instagram. Compared to other OSNs, it has a simple data model and a straightforward data …

[KNJIGA][B] Bit by bit: Social research in the digital age

MJ Salganik - 2019 - books.google.com
An innovative and accessible guide to doing social research in the digital age. In just the
past several years, we have witnessed the birth and rapid spread of social media, mobile …

Graph-bert: Only attention is needed for learning graph representations

J Zhang, H Zhang, C **a, L Sun - arxiv preprint arxiv:2001.05140, 2020 - arxiv.org
The dominant graph neural networks (GNNs) over-rely on the graph links, several serious
performance problems with which have been witnessed already, eg, suspended animation …

Facebook as a research tool for the social sciences: Opportunities, challenges, ethical considerations, and practical guidelines.

M Kosinski, SC Matz, SD Gosling, V Popov… - American …, 2015 - psycnet.apa.org
Facebook is rapidly gaining recognition as a powerful research tool for the social sciences. It
constitutes a large and diverse pool of participants, who can be selectively recruited for both …