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"SMP Challenge" aims to discover novel prediction tasks for numerous data on social multimedia and seek excellent research teams. Making predictions via social multimedia data (e.g. photos, videos or news) is not only helps us to make…

多媒体 · 计算机科学 2020-01-22 Bo Wu , Wen-Huang Cheng , Peiye Liu , Bei Liu , Zhaoyang Zeng , Jiebo Luo

Social Media Popularity Prediction (SMPP) is a crucial task that involves automatically predicting future popularity values of online posts, leveraging vast amounts of multimodal data available on social media platforms. Studying and…

多媒体 · 计算机科学 2024-05-20 Bo Wu , Peiye Liu , Wen-Huang Cheng , Bei Liu , Zhaoyang Zeng , Jia Wang , Qiushi Huang , Jiebo Luo

Prediction of popularity has profound impact for social media, since it offers opportunities to reveal individual preference and public attention from evolutionary social systems. Previous research, although achieves promising results,…

社会与信息网络 · 计算机科学 2017-12-14 Bo Wu , Wen-Huang Cheng , Yongdong Zhang , Qiushi Huang , Jintao Li , Tao Mei

Popularity of content in social media is unequally distributed, with some items receiving a disproportionate share of attention from users. Predicting which newly-submitted items will become popular is critically important for both…

计算机与社会 · 计算机科学 2010-04-30 Kristina Lerman , Tad Hogg

Popularity of content in social media is unequally distributed, with some items receiving a disproportionate share of attention from users. Predicting which newly-submitted items will become popular is critically important for both hosts of…

计算机与社会 · 计算机科学 2010-10-04 Kristina Lerman , Tad Hogg

Multiple modalities represent different aspects by which information is conveyed by a data source. Modern day social media platforms are one of the primary sources of multimodal data, where users use different modes of expression by posting…

计算机视觉与模式识别 · 计算机科学 2018-07-17 Mayank Meghawat , Satyendra Yadav , Debanjan Mahata , Yifang Yin , Rajiv Ratn Shah , Roger Zimmermann

The evolution of social media popularity exhibits rich temporality, i.e., popularities change over time at various levels of temporal granularity. This is influenced by temporal variations of public attentions or user activities. For…

社会与信息网络 · 计算机科学 2018-01-19 Bo Wu , Wen-Huang Cheng , Yongdong Zhang , Tao Mei

Micro-video popularity prediction (MVPP) aims to forecast the future popularity of videos on online media, which is essential for applications such as content recommendation and traffic allocation. In real-world scenarios, it is critical…

多媒体 · 计算机科学 2026-04-24 Dali Wang , Yunyao Zhang , Junqing Yu , Yi-Ping Phoebe Chen , Chen Xu , Zikai Song

The increasing popularity of social media platforms makes it important to study user engagement, which is a crucial aspect of any marketing strategy or business model. The over-saturation of content on social media platforms has persuaded…

Predicting the popularity of social media content in real time requires approaches that efficiently operate at global scale. Popularity prediction is important for many applications, including detection of harmful viral content to enable…

社会与信息网络 · 计算机科学 2021-12-23 Daniel Haimovich , Dima Karamshuk , Thomas J. Leeper , Evgeniy Riabenko , Milan Vojnovic

Social Media Popularity Prediction is a complex multimodal task that requires effective integration of images, text, and structured information. However, current approaches suffer from inadequate visual-textual alignment and fail to capture…

信息检索 · 计算机科学 2025-08-25 Ao Zhou , Mingsheng Tu , Luping Wang , Tenghao Sun , Zifeng Cheng , Yafeng Yin , Zhiwei Jiang , Qing Gu

Social media popularity prediction plays a crucial role in content optimization, marketing strategies, and user engagement enhancement across digital platforms. However, predicting post popularity remains challenging due to the complex…

多媒体 · 计算机科学 2025-07-02 Liliang Ye , Yunyao Zhang , Yafeng Wu , Yi-Ping Phoebe Chen , Junqing Yu , Wei Yang , Zikai Song

This paper proposes a new prediction process to explain and predict popularity evolution of YouTube videos. We exploit our recent study on the classification of YouTube videos in order to predict the evolution of videos' view-count. This…

社会与信息网络 · 计算机科学 2015-07-31 Cedric Richier , Rachid Elazouzi , Tania Jimenez , Eitan Altman , Georges Linares

News articles are extremely time sensitive by nature. There is also intense competition among news items to propagate as widely as possible. Hence, the task of predicting the popularity of news items on the social web is both interesting…

计算机与社会 · 计算机科学 2012-02-07 Roja Bandari , Sitaram Asur , Bernardo A. Huberman

We here present a simple and effective model to predict the popularity of web content. Our solution, which is the winner of two of the three tasks of the ECML/PKDD 2014 Predictive Analytics Challenge, aims at predicting user engagement…

社会与信息网络 · 计算机科学 2014-09-01 Flavio Figueiredo , Marcos André Gonçalves , Jussara M. Almeida

Understanding and predicting the popularity of online items is an important open problem in social media analysis. Considerable progress has been made recently in data-driven predictions, and in linking popularity to external promotions.…

社会与信息网络 · 计算机科学 2018-04-12 Swapnil Mishra , Marian-Andrei Rizoiu , Lexing Xie

Can we predict the future popularity of a song, movie or tweet? Recent work suggests that although it may be hard to predict an item's popularity when it is first introduced, peeking into its early adopters and properties of their social…

社会与信息网络 · 计算机科学 2016-04-01 Benjamin Shulman , Amit Sharma , Dan Cosley

This paper presents a systematic online prediction method (Social-Forecast) that is capable to accurately forecast the popularity of videos promoted by social media. Social-Forecast explicitly considers the dynamically changing and evolving…

机器学习 · 计算机科学 2015-06-19 Jie Xu , Mihaela van der Schaar , Jiangchuan Liu , Haitao Li

Predicting the popularity of online content has attracted much attention in the past few years. In news rooms, for instance, journalists and editors are keen to know, as soon as possible, the articles that will bring the most traffic into…

信息检索 · 计算机科学 2018-07-18 Sofiane Abbar , Carlos Castillo , Antonio Sanfilippo

Predicting the future popularity of online content is highly important in many applications. Preferential attachment phenomena is encountered in scale free networks.Under it's influece popular items get more popular thereby resulting in…

信息检索 · 计算机科学 2016-04-06 Khushnood Abbas , Shang Mingsheng , Luo Xin
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