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Many social Web sites allow users to publish content and annotate with descriptive metadata. In addition to flat tags, some social Web sites have recently began to allow users to organize their content and metadata hierarchically. The…

Artificial Intelligence · Computer Science 2008-12-18 Anon Plangprasopchok , Kristina Lerman

In our daily lives, organizing resources into a set of categories is a common task. Categorization becomes more useful as the collection of resources increases. Large collections of books, movies, and web pages, for instance, are cataloged…

Digital Libraries · Computer Science 2012-05-01 Arkaitz Zubiaga

A folksonomy is ostensibly an information structure built up by the "wisdom of the crowd", but is the "crowd" really doing the work? Tagging is in fact a sharply skewed process in which a small minority of "supertagger" users generate an…

Social and Information Networks · Computer Science 2015-09-25 Jared Lorince , Sam Zorowitz , Jaimie Murdock , Peter M. Todd

Many social Web sites allow users to annotate the content with descriptive metadata, such as tags, and more recently to organize content hierarchically. These types of structured metadata provide valuable evidence for learning how a…

Artificial Intelligence · Computer Science 2010-05-28 Anon Plangprasopchok , Kristina Lerman , Lise Getoor

We present an approach for selecting objectively informative and subjectively helpful annotations to social media posts. We draw on data from on an online environment where contributors annotate misinformation and simultaneously rate the…

Social and Information Networks · Computer Science 2022-10-31 Stefan Wojcik , Sophie Hilgard , Nick Judd , Delia Mocanu , Stephen Ragain , M. B. Fallin Hunzaker , Keith Coleman , Jay Baxter

Social media offer plenty of information to perform market research in order to meet the requirements of customers. One way how this research is conducted is that a domain expert gathers and categorizes user-generated content into a complex…

Machine Learning · Computer Science 2023-07-26 Gerhard Johann Hagerer , Wenbin Le , Hannah Danner , Georg Groh

Folksonomy is an emerging technology that works to classify the information over WWW through tagging the bookmarks, photos or other web-based contents. It is understood to be organized by every user while not limited to the authors of the…

Information Retrieval · Computer Science 2007-05-23 Kaikai Shen , Lide Wu

In folksonomies, users use to share objects (movies, books, bookmarks, etc.) by annotating them with a set of tags of their own choice. With the rise of the Web 2.0 age, users become the core of the system since they are both the…

Information Retrieval · Computer Science 2013-05-22 Mohamed Nader Jelassi , Sadok Ben Yahia , Engelbert Mephu Nguifo

Many computer scientists use the aggregated answers of online workers to represent ground truth. Prior work has shown that aggregation methods such as majority voting are effective for measuring relatively objective features. For subjective…

Computation and Language · Computer Science 2021-04-06 Jiele Wu , Chau-Wai Wong , Xinyan Zhao , Xianpeng Liu

Nowadays, most recommender systems exploit user-provided ratings to infer their preferences. However, the growing popularity of social and e-commerce websites has encouraged users to also share comments and opinions through textual reviews.…

Information Retrieval · Computer Science 2017-10-31 Iacopo Vagliano , Diego Monti , Ansgar Scherp , Maurizio Morisio

In our generation, there is an undoubted rise in the use of social media and specifically photo and video sharing platforms. These sites have proved their ability to yield rich data sets through the users' interaction which can be used to…

Computers and Society · Computer Science 2023-07-06 Sofia Strukova , Rubén Gaspar Marco , José A. Ruipérez-Valiente , Félix Gómez Mármol

Properly annotated multimedia content is crucial for supporting advances in many Information Retrieval applications. It enables, for instance, the development of automatic tools for the annotation of large and diverse multimedia…

Information Retrieval · Computer Science 2018-11-28 Xavier Favory , Eduardo Fonseca , Frederic Font , Xavier Serra

Web applications are increasingly showing recommended users from social media along with some descriptions, an attempt to show relevancy - why they are being shown. For example, Twitter search for a topical keyword shows expert twitterers…

Social and Information Networks · Computer Science 2012-12-11 Hemant Purohit , Alex Dow , Omar Alonso , Lei Duan , Kevin Haas

Learning from the crowd has become increasingly popular in the Web and social media. There is a wide variety of crowdlearning sites in which, on the one hand, users learn from the knowledge that other users contribute to the site, and, on…

Social and Information Networks · Computer Science 2016-12-16 Utkarsh Upadhyay , Isabel Valera , Manuel Gomez-Rodriguez

In the last few years we have witnessed the emergence, primarily in on-line communities, of new types of social networks that require for their representation more complex graph structures than have been employed in the past. One example is…

Physics and Society · Physics 2009-08-13 Gourab Ghoshal , Vinko Zlatic , Guido Caldarelli , M. E. J. Newman

Information integration applications, such as mediators or mashups, that require access to information resources currently rely on users manually discovering and integrating them in the application. Manual resource discovery is a slow…

Artificial Intelligence · Computer Science 2016-09-08 Anon Plangprasopchok , Kristina Lerman

This paper proposes direct learning of image classification from user-supplied tags, without filtering. Each tag is supplied by the user who shared the image online. Enormous numbers of these tags are freely available online, and they give…

Computer Vision and Pattern Recognition · Computer Science 2014-11-26 Hamid Izadinia , Ali Farhadi , Aaron Hertzmann , Matthew D. Hoffman

Social networking sites such as Flickr and Facebook allow users to share content with family, friends, and interest groups. Also, tags can often assign to resources. In the previous research using few association rules FAR, we have seen…

Information Retrieval · Computer Science 2020-07-31 Diyah Puspitaningrum

Current approaches to the annotation process focus on annotation schemas, languages for annotation, or are very application driven. In this paper it is proposed that a more flexible architecture for annotation requires a knowledge component…

Digital Libraries · Computer Science 2007-05-23 Afzal Ballim , Nastaran Fatemi , Hatem Ghorbel , Vincenzo Pallotta

Human-annotated data plays a critical role in the fairness of AI systems, including those that deal with life-altering decisions or moderating human-created web/social media content. Conventionally, annotator disagreements are resolved…

Information Retrieval · Computer Science 2023-07-21 Tharindu Cyril Weerasooriya , Sarah Luger , Saloni Poddar , Ashiqur R. KhudaBukhsh , Christopher M. Homan
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