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One important task in the study of information cascade is to predict the future recipients of a message given its past spreading trajectory. While the network structure serves as the backbone of the spreading, an accurate prediction can…

Social and Information Networks · Computer Science 2022-03-18 Yansong Wang , Xiaomeng Wang , Radosław Michalski , Yijun Ran , Tao Jia

Next-generation communication networks are envisioned to extensively utilize storage-enabled caching units to alleviate unfavorable surges of data traffic by pro-actively storing anticipated highly popular contents across geographically…

Networking and Internet Architecture · Computer Science 2019-02-20 Alireza Sadeghi , Antonio G. Marques , Georgios B. Giannakis

Information cascade popularity prediction is a key problem in analyzing content diffusion in social networks. However, current related works suffer from three critical limitations: (1) temporal leakage in current evaluation--random…

Machine Learning · Computer Science 2026-05-20 Jie Peng , Rui Wang , Qiang Wang , Zhewei Wei , Bin Tong , Guan Wang , Bo Zheng

Collaborative Filtering (CF) is one of the most successful approaches for recommender systems. With the emergence of online social networks, social recommendation has become a popular research direction. Most of these social recommendation…

Information Retrieval · Computer Science 2019-07-12 Le Wu , Peijie Sun , Richang Hong , Yanjie Fu , Xiting Wang , Meng Wang

As data traffic volume continues to increase, caching of popular content at strategic network locations closer to the end user can enhance not only user experience but ease the utilization of highly congested links in the network. A key…

Networking and Internet Architecture · Computer Science 2023-11-15 Yantong Wang , Vasilis Friderikos

With society entering the Internet era, the volume and speed of data and information have been increasing. Predicting the popularity of information cascades can help with high-value information delivery and public opinion monitoring on the…

Social and Information Networks · Computer Science 2026-03-23 Guangyin Jin , Xiaohan Ni , Yanjie Song , Kun Wei , Jie Zhao , Leiming Jia , Witold Pedrycz

Social and information networking activities such as on Facebook, Twitter, WeChat, and Weibo have become an indispensable part of our everyday life, where we can easily access friends' behaviors and are in turn influenced by them.…

Social and Information Networks · Computer Science 2018-07-17 Jiezhong Qiu , Jian Tang , Hao Ma , Yuxiao Dong , Kuansan Wang , Jie Tang

Predicting the popularity of online content on social platforms is an important task for both researchers and practitioners. Previous methods mainly leverage demographics, temporal and structural patterns of early adopters for popularity…

Social and Information Networks · Computer Science 2019-11-28 Qi Cao , Huawei Shen , Jinhua Gao , Bingzheng Wei , Xueqi Cheng

Coded caching is effective in leveraging the accumulated storage size in wireless networks by distributing different coded segments of each file in multiple cache nodes. This paper aims to find a wireless coded caching policy to minimize…

Signal Processing · Electrical Eng. & Systems 2020-10-20 Zhe Zhang , Meixia Tao

Content caching in small base stations or wireless infostations is considered to be a suitable approach to improve the efficiency in wireless content delivery. Placing the optimal content into local caches is crucial due to storage…

Networking and Internet Architecture · Computer Science 2017-05-11 Sabrina Müller , Onur Atan , Mihaela van der Schaar , Anja Klein

It's by now folklore that to understand the activity pattern of a user in an online social network (OSN) platform, one needs to look at his friends or the ones he follows. The common perception is that these friends exert influence on the…

Social and Information Networks · Computer Science 2025-05-26 Michael Sidorov , Dan Vilenchik

Information cascades, effectively facilitated by most social network platforms, are recognized as a major factor in almost every social success and disaster in these networks. Can cascades be predicted? While many believe that they are…

Social and Information Networks · Computer Science 2016-11-17 Cheng Li , Jiaqi Ma , Xiaoxiao Guo , Qiaozhu Mei

The tremendous popularity gained by Online Social Networks (OSNs) raises natural concerns about user privacy in social media platforms. Though users in OSNs can tune their privacy by deliberately deciding what to share, the interaction with…

Social and Information Networks · Computer Science 2019-03-28 Luca Luceri , Davide Andreoletti , Silvia Giordano

As ubiquitous and personalized services are growing boomingly, an increasingly large amount of traffic is generated over the network by massive mobile devices. As a result, content caching is gradually extending to network edges to provide…

Networking and Internet Architecture · Computer Science 2020-12-11 Qilin Fan , Xiuhua Li , Jian Li , Qiang He , Kai Wang , Junhao Wen

A novel Twitter context aided content caching (TAC) framework is proposed for enhancing the caching efficiency by taking advantage of the legibility and massive volume of Twitter data. For the purpose of promoting the caching efficiency,…

Signal Processing · Electrical Eng. & Systems 2021-01-05 Zhong Yang , Yuanwei Liu , Yue Chen , Joey Tianyi Zhou

WeChat is the largest social instant messaging platform in China, with 1.1 billion monthly active users. "Top Stories" is a novel friend-enhanced recommendation engine in WeChat, in which users can read articles based on preferences of both…

Social and Information Networks · Computer Science 2021-03-05 Fanjin Zhang , Jie Tang , Xueyi Liu , Zhenyu Hou , Yuxiao Dong , Jing Zhang , Xiao Liu , Ruobing Xie , Kai Zhuang , Xu Zhang , Leyu Lin , Philip S. Yu

Recently, the research of wireless sensing has achieved more intelligent results, and the intelligent sensing of human location and activity can be realized by means of WiFi devices. However, most of the current human environment perception…

Machine Learning · Computer Science 2019-03-14 Shangqing Liu , Yanchao Zhao , Fanggang Xue , Bing Chen , Xiang Chen

Mobile edge caching enables content delivery within the radio access network, which effectively alleviates the backhaul burden and reduces response time. To fully exploit edge storage resources, the most popular contents should be…

Networking and Internet Architecture · Computer Science 2018-09-05 Peng Yang , Ning Zhang , Shan Zhang , Li Yu , Junshan Zhang , Xuemin Shen

We introduce SwiftCache, a "fresh" learning-based caching framework designed for content distribution networks (CDNs) featuring distributed front-end local caches and a dynamic back-end database. Users prefer the most recent version of the…

Optimization and Control · Mathematics 2024-02-28 Bahman Abolhassani , Atilla Eryilmaz , Tom Hou

Popularity prediction for information cascades has significant applications across various domains, including opinion monitoring and advertising recommendations. While most existing methods consider this as a discrete problem, popularity…

Social and Information Networks · Computer Science 2025-10-21 Songbo Yang , Ziwei Zhao , Zihang Chen , Haotian Zhang , Tong Xu , Mengxiao Zhu