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20132023
most citedFeature Selection: A Data Perspective

2.4k citations · 3.7k across the 48 of their papers we have counts for

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Showing 2018Show all

10 papers · 1 filter

cs.CR2018★ 4 cited

Protecting User Privacy: An Approach for Untraceable Web Browsing History and Unambiguous User Profiles

Ghazaleh Beigi, Ruocheng Guo, Alexander Nou +2

The overturning of the Internet Privacy Rules by the Federal Communications Commissions (FCC) in late March 2017 allows Internet Service Providers (ISPs) to collect, share and sell…

cs.AI2018★ 223 cited

A Survey of Learning Causality with Data: Problems and Methods

Ruocheng Guo, Lu Cheng, Jundong Li +2

This work considers the question of how convenient access to copious data impacts our ability to learn causal effects and relations. In what ways is learning causality in the era o…

cs.SI2018★ 215 cited

FakeNewsNet: A Data Repository with News Content, Social Context and Spatialtemporal Information for Studying Fake News on Social Media

Kai Shu, Deepak Mahudeswaran, Suhang Wang +2

Social media has become a popular means for people to consume news. Meanwhile, it also enables the wide dissemination of fake news, i.e., news with intentionally false information,…

cs.SI2018★ 3 cited

Multi-Level Network Embedding with Boosted Low-Rank Matrix Approximation

Jundong Li, Liang Wu, Huan Liu

As opposed to manual feature engineering which is tedious and difficult to scale, network representation learning has attracted a surge of research interests as it automates the pr…

cs.CR2018★ 23 cited

Privacy in Social Media: Identification, Mitigation and Applications

Ghazaleh Beigi, Huan Liu

The increasing popularity of social media has attracted a huge number of people to participate in numerous activities on a daily basis. This results in tremendous amounts of rich u…

cs.LG2018★ 2 cited

Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects

Vineeth Rakesh, Ruocheng Guo, Raha Moraffah +2

Modeling spillover effects from observational data is an important problem in economics, business, and other fields of research. % It helps us infer the causality between two seemi…

cs.CR2018★ 9 cited

Securing Social Media User Data - An Adversarial Approach

Ghazaleh Beigi, Kai Shu, Yanchao Zhang +1

Social media users generate tremendous amounts of data. To better serve users, it is required to share the user-related data among researchers, advertisers and application develope…

cs.SI2018★ 3 cited

Studying Fake News via Network Analysis: Detection and Mitigation

Kai Shu, H. Russell Bernard, Huan Liu

Social media for news consumption is becoming increasingly popular due to its easy access, fast dissemination, and low cost. However, social media also enable the wide propagation…

cs.SI2018★ 55 cited

Twitter for Sparking a Movement, Reddit for Sharing the Moment: #metoo through the Lens of Social Media

Lydia Manikonda, Ghazaleh Beigi, Huan Liu +1

Social media platforms are revolutionizing the way users communicate by increasing the exposure to highly stigmatized issues in the society. Sexual abuse is one such issue that rec…

cs.SI2018★ 6 cited

Similar but Different: Exploiting Users' Congruity for Recommendation Systems

Ghazaleh Beigi, Huan Liu

The pervasive use of social media provides massive data about individuals' online social activities and their social relations. The building block of most existing recommendation s…