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Influence estimation aims to predict the total influence spread in social networks and has received surged attention in recent years. Most current studies focus on estimating the total number of influenced users in a social network, and…

社会与信息网络 · 计算机科学 2023-08-22 Yingdan Shi , Jingya Zhou , Congcong Zhang

Recommendation systems aim to provide users with relevant suggestions, but often lack interpretability and fail to capture higher-level semantic relationships between user behaviors and profiles. In this paper, we propose a novel approach…

The integration of social media characteristics into an econometric framework requires modeling a high dimensional dynamic network with dimensions of parameter typically much larger than the number of observations. To cope with this…

应用统计 · 统计学 2021-02-09 Cathy Yi-Hsuan Chen , Wolfgang Karl Härdle , Yegor Klochkov

Networked environments shape how information embedded in narratives influences individual and group beliefs and behavior. This raises key questions about how group communication around narrative media impacts belief formation and how such…

社会与信息网络 · 计算机科学 2025-11-03 Abha Jha , J. Hunter Priniski , Carolyn Steinle , Fred Morstatter

Accurately predicting the popularity of user-generated content (UGC) is essential for advancing social media analytics and recommendation systems. Existing approaches typically follow an inductive paradigm, where researchers train static…

多媒体 · 计算机科学 2025-12-03 Yijun Liu , Wu Liu , Xiaoyan Gu , Allen He , Weiping Wang , Yongdong Zhang

Large Language Models~(LLMs) have demonstrated capabilities across various applications but face challenges such as hallucination, limited reasoning abilities, and factual inconsistencies, especially when tackling complex, domain-specific…

Social Media is a key aspect of modern society where people share their thoughts, views, feelings and sentiments. Over the last few years, the inflation in popularity of social media has resulted in a monumental increase in data. Users use…

社会与信息网络 · 计算机科学 2021-07-14 M. M. H Dihyat , K Malik , M. A Khan , B Imran

Social networks have become an increasingly common abstraction to capture the interactions of individual users in a number of everyday activities and applications. As a result, the analysis of such networks has attracted lots of attention…

社会与信息网络 · 计算机科学 2023-05-05 Ahmad Zareie , Rizos Sakellariou

Understanding how interdisciplinary research teams converge on shared knowledge is a persistent challenge. This paper presents a novel, multi-layer, AI-driven analytical framework for mapping research convergence in interdisciplinary teams.…

Display advertising provides significant value to advertisers, publishers, and users. Traditional display advertising systems utilize a multi-stage architecture consisting of retrieval, coarse ranking, and final ranking. However,…

信息检索 · 计算机科学 2025-07-17 Fengxin Li , Yi Li , Yue Liu , Chao Zhou , Yuan Wang , Xiaoxiang Deng , Wei Xue , Dapeng Liu , Lei Xiao , Haijie Gu , Jie Jiang , Hongyan Liu , Biao Qin , Jun He

Grasping the themes of social media content is key to understanding the narratives that influence public opinion and behavior. The thematic analysis goes beyond traditional topic-level analysis, which often captures only the broadest…

计算与语言 · 计算机科学 2024-07-16 Tunazzina Islam , Dan Goldwasser

This paper investigates causal influences between agents linked by a social graph and interacting over time. In particular, the work examines the dynamics of social learning models and distributed decision-making protocols, and derives…

社会与信息网络 · 计算机科学 2026-05-19 Mert Kayaalp , Ali H. Sayed

In real-time, social media data strongly imprints world events, popular culture, and day-to-day conversations by millions of ordinary people at a scale that is scarcely conventionalized and recorded. Vitally, and absent from many standard…

This study explores the integration of Agent AI with LangGraph to enhance real-time data analysis systems in big data environments. The proposed framework overcomes limitations of static workflows, inefficient stateful computations, and…

分布式、并行与集群计算 · 计算机科学 2025-01-28 Jialin Wang , Zhihua Duan

Effective Communication for marketing is a vital field in business organizations, which is used to convey the details about their products and services to the market segments and subsequently to build long lasting customer relationships.…

其他计算机科学 · 计算机科学 2012-06-05 T. R. Gopalakrishnan Nair , Kumarashvari Subramaniam

Modeling interpersonal influence on different sentimental polarities is a fundamental problem in opinion formation and viral marketing. There has not been seen an effective solution for learning sentimental influences from users' behaviors…

社会与信息网络 · 计算机科学 2017-05-09 Shenghua Liu , Houdong Zheng , Huawei Shen , Xiangwen Liao , Xueqi Cheng

We propose a novel approach for the recommendation of possible customers (users) to advertisers (e.g., brands) based on two main aspects: (i) the comparison between On-line Social Network profiles, and (ii) neighborhood analysis on the…

社会与信息网络 · 计算机科学 2020-08-06 Mariella Bonomo , Armando La Placa , Simona E. Rombo

This report analyzes the potential for large language models (LLMs) to expedite accurate replication and generalization of published research about message effects in marketing. LLM-powered participants (personas) were tested by replicating…

计算与语言 · 计算机科学 2025-04-28 Leo Yeykelis , Kaavya Pichai , James J. Cummings , Byron Reeves

Short-video platforms have gained immense popularity, captivating the interest of millions, if not billions, of users globally. Recently, researchers have highlighted the significance of analyzing the propagation of short-videos, which…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Dizhan Xue , Shengsheng Qian , Chuanrui Hu , Changsheng Xu

In the hospitality industry, understanding the factors that drive customer review ratings is critical for improving guest satisfaction and business performance. This work proposes ReviewGraph for Review Rating Prediction (RRP), a novel…

计算与语言 · 计算机科学 2025-11-18 A. J. W. de Vink , Natalia Amat-Lefort , Lifeng Han