PROMPT: Personalized User Tag Recommendation for Social Media Photos Leveraging Personal and Social Contexts

2016 ◽  
Author(s):  
Rajiv Ratn Shah ◽  
Anupam Samanta ◽  
Deepak Gupta ◽  
Yi Yu ◽  
Suhua Tang ◽  
...  
Keyword(s):  
Social Media ◽  
Social Contexts ◽  
Tag Recommendation

scholarly journals The Public Domain: Surveillance in Everyday Life

2012 ◽  
Vol 9 (4) ◽  
pp. 378-393 ◽  
Author(s):  
Alice Marwick
Keyword(s):  
Social Media ◽  
Personal Information ◽  
Social Contexts ◽  
Social Boundaries ◽  
Power Relationships ◽  
The Public ◽  
Ethnographic Studies ◽  
Power Differentials ◽  
And Behavior ◽  
Traditional Surveillance

People create profiles on social network sites and Twitter accounts against the background of an audience. This paper argues that closely examining content created by others and looking at one’s own content through other people’s eyes, a common part of social media use, should be framed as social surveillance. While social surveillance is distinguished from traditional surveillance along three axes (power, hierarchy, and reciprocity), its effects and behavior modification is common to traditional surveillance. Drawing on ethnographic studies of United States populations, I look at social surveillance, how it is practiced, and its impact on people who engage in it. I use Foucault’s concept of capillaries of power to demonstrate that social surveillance assumes the power differentials evident in everyday interactions rather than the hierarchical power relationships assumed in much of the surveillance literature. Social media involves a collapse of social contexts and social roles, complicating boundary work but facilitating social surveillance. Individuals strategically reveal, disclose and conceal personal information to create connections with others and tend social boundaries. These processes are normal parts of day-to-day life in communities that are highly connected through social media.

Utopia, Labor, and Informational Capitalism

2015 ◽  
pp. 49-68
Author(s):  
Marco Briziarelli
Keyword(s):  
Social Media ◽  
Social Change ◽  
Social Relations ◽  
Social Contexts ◽  
User Generated Content ◽  
Economic Approach ◽  
Informational Capitalism ◽  
The Social ◽  
Liberal Ideology ◽  
Political Economic

Through the lens of a political economic approach, I consider the question whether or not social media can promote social change. I claim that whereas media have consistently channeled technological utopia/dystopia, thus be constantly linked to aspirations and fear of social change, the answer to that question does not depend on their specific nature but on historically specific social relations in which media operate. In the case here considered, it requires examining the social relations re-producing and produced by informational capitalism. More specifically, I examine how the productive relations that support user generated content practices of Facebook users affect social media in their capability to reproduce and transform existing social contexts. Drawing on Fuchs and Sevignani's (2013) distinction between “work” and “labor” I claim that social media reflect the ambivalent nature of current capitalist mode of production: a contest in which exploitative/emancipatory as well as reproductive/transformative aspects are articulated by liberal ideology.

Exploiting Social Media Features for Automated Tag Recommendation

2012 ◽  
pp. 101-120
Author(s):  
Rabeeh Ayaz Abbasi
Keyword(s):  
Social Media ◽  
Recommender System ◽  
Tag Recommendation ◽  
Low Level ◽  
Image Descriptors ◽  
Social Media Platforms ◽  
The Media

In today’s social media platforms, when users upload or share their media (photos, videos, bookmarks, etc.), they often annotate it with keywords (called tags). Annotating the media helps in retrieving and browsing resources, and also allows the users to search and browse annotated media. In many social media platforms like Flickr or YouTube, users have to manually annotate their resources, which is inconvenient and time consuming. Tag recommendation is the process of suggesting relevant tags for a given resource, and a tag recommender is a system that recommends the tags. A tag recommender system is important for social media platforms to help users in annotating their resources. Many of the existing tag recommendation methods exploit only the tagging information (Jaschke et al., 2007, Marinho & Schmidt-Thieme, 2008, Sigurbjornsson & van Zwol, 2008). However, many social media platforms support other media features like geographical coordinates. These features can be exploited for improving tag recommendation. In this chapter, a comparison of three types of social media features for tag recommendation is presented and evaluated. The features presented in this chapter include geographical-coordinates, low-level image descriptors, and tags.

Mediating Social Media's Ambivalences in the Context of Informational Capitalism

2016 ◽  
Vol 3 (1) ◽  
pp. 1-22 ◽  
Author(s):  
Marco Briziarelli ◽  
Eric Karikari
Keyword(s):  
Social Media ◽  
Social Relations ◽  
Social Contexts ◽  
User Generated Content ◽  
Economic Perspective ◽  
Informational Capitalism ◽  
Liberal Ideology ◽  
Transformative Function ◽  
Political Economic ◽  
Mode Of Production

This essay explores the dialectics of media, by considering the socially reproductive and transformative function of social media from a political economic perspective. The authors claim that while media have consistently generated aspirations and fear of social change, their powerful capability of shaping societies depend on the historically specific social relations in which media operate. They engage such an argument by examining how the productive relations that support user generated content practices such as the ones of Facebook users affect social media in their capability to reproduce and transform existing social contexts. In the end, the authors maintain that the most prominent mediation of social media consists of the ambivalent nature of current capitalist mode of production: a contest in which exploitative/emancipatory as well as reproductive/transformative aspects are articulated by liberal ideology.

Mediating Social Media's Ambivalences in the Context of Informational Capitalism

2020 ◽  
pp. 1-24
Author(s):  
Marco Briziarelli ◽  
Eric Karikari
Keyword(s):  
Social Media ◽  
Social Change ◽  
Social Relations ◽  
Social Contexts ◽  
User Generated Content ◽  
Capitalist Mode ◽  
Informational Capitalism ◽  
Liberal Ideology ◽  
Transformative Function ◽  
Political Economic

This essay explores the dialectics of media, by considering the socially reproductive and transformative function of social media from a political economic perspective. The authors claim that while media have consistently generated aspirations and fear of social change, their powerful capability of shaping societies depend on the historically specific social relations in which media operate. They engage such an argument by examining how the productive relations that support user generated content practices such as the ones of Facebook users affect social media in their capability to reproduce and transform existing social contexts. In the end, the authors maintain that the most prominent mediation of social media consists of the ambivalent nature of current capitalist mode of production: a contest in which exploitative/emancipatory as well as reproductive/transformative aspects are articulated by liberal ideology.

Profiling “User Bases” of Online Social Contexts

2020 ◽  
pp. 113-126
Keyword(s):  
Social Media ◽  
Social Context ◽  
Social Norms ◽  
Teaching And Learning ◽  
Social Contexts ◽  
Current User ◽  
Social Spaces ◽  
The Social ◽  
Common Practices

One aspect of profiling to enhance teaching and learning involves the various contexts in which learners will engage, such as particular social media ecosystems and their attendant microcultures (the social norms and common practices in these spaces), particularly if learners will be engaging with individuals outside of the formal classroom. Understanding the larger online social context helps define the affordances and constraints of what can be effectively taught and learned. This involves profiling the current user base of the online social spaces where the learners will be engaging and interacting and co-creating knowledge.

From Data Analytics to Data Hermeneutics. Online Political Discussions, Digital Methods and the Continuing Relevance of Interpretive Approaches

2016 ◽  
Vol 2 (2) ◽  
pp. 95-112 ◽  
Author(s):  
Paolo Gerbaudo
Keyword(s):  
Social Media ◽  
Data Analytics ◽  
Methodological Approach ◽  
Social Contexts ◽  
Protest Movements ◽  
Qualitative Approaches ◽  
Holistic Understanding ◽  
Data Points ◽  
Digital Politics ◽  
The One

Abstract To advance the study of digital politics it is urgent to complement data analytics with data hermeneutics to be understood as a methodological approach that focuses on the interpretation of the deep structures of meaning in social media conversations as they develop around various political phenomena, from digital protest movements to online election campaigns. The diffusion of Big Data techniques in recent scholarship on political behavior has led to a quantitative bias in the understanding of online political phenomena and a disregard for issues of content and meaning. To solve this problem it is necessary to adapt the hermeneutic approach to the conditions of social media communication, and shift its object of analysis from texts to datasets. On the one hand, this involves identifying procedures to select samples of social media posts out of datasets, so that they can be analysed in more depth. I describe three sampling strategies - top sampling, random sampling and zoom-in sampling - to attain this goal. On the other hand, “close reading” procedures used in hermeneutic analysis need to be adapted to the different quality of digital objects vis-à-vis traditional texts. This can be achieved by analysing posts not only as data-points in a dataset, but also as interventions in a collective conversation, and as utterances of broader “discourses”. The task of interpretation of social media data also requires an understanding of the political and social contexts in which digital political phenomena unfold, as well as taking into account the subjective viewpoints and motivations of those involved, which can be gained through in-depth interviews, and other qualitative social science methods. Data hermeneutics thus holds promise for a closing of the gap between quantitative and qualitative approaches in the study of digital politics, allowing for a deeper and more holistic understanding of online political phenomena.

Do Celebrities Have It All? Context Collapse and the Networked Publics

2017 ◽  
Vol 24 (1) ◽  
pp. 1-10 ◽  
Author(s):  
Asha Kaul ◽  
Vidhi Chaudhri
Keyword(s):  
Social Media ◽  
Social Contexts ◽  
Social Approval ◽  
Loss Of Face ◽  
The Public ◽  
Identity Information ◽  
Multiple Contexts ◽  
The World ◽  
The Impact ◽  
Networked Publics

With the advent of social media and increase in networked publics, context collapse has emerged as a critical topic in the discussion of imagined audiences and blurring of the private and the public. The meshing of social contexts portends problematic issues as messages inadvertently reach unimagined audiences causing shame and leading to loss of ‘face’. In this article, we specifically study the impact of context collapse on some celebrities ‘who had it all’ yet, lost ‘it some’ to the world of networked public. The article examines celebrities sharing identity information across multiple contexts and explores situations of lost fame when ‘face’ is threatened, usage falters and breaks some of the well-established norms of interactivity. It concludes that lack of prudence in separating social contexts, loss of ‘face’ and social approval can dampen online celebrity presence. It proposes the use of ‘polysemy’ to simultaneously appeal to audiences from different contexts.

scholarly journals Deliberation or Self-presentation?: Young People, Politics and Social Media

2014 ◽  
Vol 35 (2) ◽  
pp. 17-28 ◽  
Author(s):  
Tanja Storsul
Keyword(s):  
Social Media ◽  
Young People ◽  
Focus Group ◽  
Political Participation ◽  
Social Contexts ◽  
Focus Group Interviews ◽  
Self Presentation ◽  
Political Activities ◽  
Political Deliberation ◽  
Group Interviews

Abstract This article presents a study of how politically engaged young people use social media for political purposes. There has been a growing optimism that social media can stimulate political participation and deliberation, especially among young people. Based on focus group interviews with Norwegian teenagers, the article argues that social media have become an important platform for young people to participate in political activities. Whether the purpose is internal meetings or external mobilization, social media provide platforms for planning, reporting and communicating political activities. At the same time, politically engaged young people are hesitant about using social media for political deliberation. They are concerned about how they present themselves, and they are reluctant to stand out as highly political. One important explanation for this is that social media integrate different forms of communication and collapse social contexts. This causes teenagers to delimit controversies and try to keep political discussions to groups with more segregated audiences.

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