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Twitter introduced user lists in late 2009, allowing users to be grouped according to meaningful topics or themes. Lists have since been adopted by media outlets as a means of organising content around news stories. Thus the curation of…

社会与信息网络 · 计算机科学 2012-07-03 Derek Greene , Gavin Sheridan , Barry Smyth , Pádraig Cunningham

Recommendation systems are important intelligent systems that play a vital role in providing selective information to users. Traditional approaches in recommendation systems include collaborative filtering and content-based filtering.…

信息检索 · 计算机科学 2018-11-28 Sudhanshu Kumar , Shirsendu Sukanta Halder , Kanjar De , Partha Pratim Roy

A particular challenge in the area of social media analysis is how to find communities within a larger network of social interactions. Here a community may be a group of microblogging users who post content on a coherent topic, or who are…

社会与信息网络 · 计算机科学 2012-07-03 Derek Greene , Derek O'Callaghan , Pádraig Cunningham

Collaborative Filtering (CF) is a core component of popular web-based services such as Amazon, YouTube, Netflix, and Twitter. Most applications use CF to recommend a small set of items to the user. For instance, YouTube presents to a user a…

Twitter introduced lists in late 2009 as a means of curating tweets into meaningful themes. Lists were quickly adopted by media companies as a means of organising content around news stories. Thus the curation of these lists is important,…

社会与信息网络 · 计算机科学 2011-10-07 Derek Greene , Fergal Reid , Gavin Sheridan , Padraig Cunningham

This paper presents a comprehensive survey of network analysis research on the film industry, aiming to evaluate its emergence as a field of study and identify potential areas for further research. Many foundational network studies made use…

社会与信息网络 · 计算机科学 2024-10-29 Aresh Dadlani , Vi Vo , Ayushi Khemka , Sophie Talalay Harvey , Aigul Kantoro Kyzy , Pete Jones , Deb Verhoeven

Undoubtedly, social media are brainstormed by a tremendous volume of stories, feedback, reviews, and reactions expressed in various languages and idioms, even though some are factually incorrect. These motifs make assessing such data…

信息检索 · 计算机科学 2026-03-02 Maryam Paparimoghadamborazjani , Amin Kazemi

Collaborative recommendation is an information-filtering technique that attempts to present information items (movies, music, books, news, images, Web pages, etc.) that are likely of interest to the Internet user. Traditionally,…

机器学习 · 统计学 2009-10-14 Gérard Biau , Benoit Cadre , Laurent Rouvière

In today's world, abundant digital content like e-books, movies, videos and articles are available for consumption. It is daunting to review everything accessible and decide what to watch next. Consequently, digital media providers want to…

信息检索 · 计算机科学 2022-12-06 Irish Mehta , Aashal Kamdar

A huge amount of user generated content related to movies is created with the popularization of web 2.0. With these continues exponential growth of data, there is an inevitable need for recommender systems as people find it difficult to…

信息检索 · 计算机科学 2019-06-04 Lasitha Uyangoda , Supunmali Ahangama , Tharindu Ranasinghe

In this work, we present an approach for mining user preferences and recommendation based on reviews. There have been various studies worked on recommendation problem. However, most of the studies beyond one aspect user generated- content…

信息检索 · 计算机科学 2017-02-10 Xuan-Son Vu , Seong-Bae Park

We combine user-centric Twitter data with video-centric YouTube data to analyze who watches and shares what on YouTube. Combination of two data sets, with 87k Twitter users, 5.6mln YouTube videos and 15mln video sharing events, allows rich…

社会与信息网络 · 计算机科学 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

User engagement refers to the amount of interaction an instance (e.g., tweet, news, and forum post) achieves. Ranking the items in social media websites based on the amount of user participation in them, can be used in different…

信息检索 · 计算机科学 2015-01-30 Hamed Zamani , Azadeh Shakery , Pooya Moradi

Most state-of-the-art image retrieval and recommendation systems predominantly focus on individual images. In contrast, socially curated image collections, condensing distinctive yet coherent images into one set, are largely overlooked by…

多媒体 · 计算机科学 2016-11-17 Yuncheng Li , Yang Cong , Tao Mei , Jiebo Luo

A powerful means to help users discover new content in the overwhelming amount of information available today is sharing in online communities such as social networks or crowdsourced platforms. This means comes short in the case of what we…

人机交互 · 计算机科学 2016-02-26 Giuseppe Scavo , Zied Ben Houidi , Stefano Traverso , Renata Teixeira , Marco Mellia

Users of social media sites like Facebook and Twitter rely on crowdsourced content recommendation systems (e.g., Trending Topics) to retrieve important and useful information. Contents selected for recommendation indirectly give the initial…

社会与信息网络 · 计算机科学 2017-04-04 Abhijnan Chakraborty , Johnnatan Messias , Fabricio Benevenuto , Saptarshi Ghosh , Niloy Ganguly , Krishna P. Gummadi

The multimedia content in the World Wide Web is rapidly growing and contains valuable information for many applications in different domains. For this reason, the Internet Archive initiative has been gathering billions of time-versioned web…

数字图书馆 · 计算机科学 2019-09-04 Eric Müller-Budack , Kader Pustu-Iren , Sebastian Diering , Ralph Ewerth

Collaborative filtering is a very useful general technique for exploiting the preference patterns of a group of users to predict the utility of items to a particular user. Previous research has studied several probabilistic graphic models…

信息检索 · 计算机科学 2012-12-12 Rong Jin , Luo Si , ChengXiang Zhai

Sentiment analysis is a common task in natural language processing that aims to detect polarity of a text document (typically a consumer review). In the simplest settings, we discriminate only between positive and negative sentiment,…

计算与语言 · 计算机科学 2015-05-28 Grégoire Mesnil , Tomas Mikolov , Marc'Aurelio Ranzato , Yoshua Bengio

In this paper, we consider a popular model for collaborative filtering in recommender systems where some users of a website rate some items, such as movies, and the goal is to recover the ratings of some or all of the unrated items of each…

机器学习 · 统计学 2014-03-10 Kai Zhu , Rui Wu , Lei Ying , R. Srikant
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