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.

Coming out of the closet? Audience reactions to the heteronormative disruptive advertising

2020 ◽  
Vol 3 (2) ◽  
pp. 75-102
Author(s):  
Ramasela Semang L. Mathobela ◽  
Shepherd Mpofu ◽  
Samukezi Mrubula-Ngwenya
Keyword(s):  
Social Media ◽  
Human Rights ◽  
Coming Out ◽  
Gender Issues ◽  
Qualitative Approach ◽  
Positive Development ◽  
Global Trend ◽  
Social Media Platforms ◽  
The Media

An emerging global trend of brands advertising their products through LGBTIQ+ individuals and couples indicates growth of gender awareness across the globe. The media, through advertising, deconstructs homophobia and associated cultures through the use of LGBTIQ+s in commercials. This qualitative research paper centres the advancement of debates on human rights and social media as critical in the interaction between corporates and consumers. The Gillette, Chicken Licken‘s Soul Sisters and We the Brave advertisements were used to critically analyse how audiences react to the use of LGBTIQ+ characters and casts through comments posted on the brands‘ social media platforms. Further, the paper explored the role of social media in the mediation of significant gender issues such as homosexuality that are considered taboo to engage in. The paper used a qualitative approach. Using the digital ethnography method to observe comments and interactions from the chosen advertisement‘s online platforms, the paper employed queer and constructionist theories to deconstruct discourses around same-sex relations as used in commercials, especially in quasiconservative. The data used in the paper included thirty comments of the brands customers and audiences obtained from Twitter, Facebook and YouTube. The paper concludes there are positive development in human rights awareness as seen through advertisements and campaigns that use LGBTIQ+ communities in a positive light across the world.

scholarly journals The Nested Precarities of Creative Labor on Social Media

2021 ◽  
Vol 7 (2) ◽  
pp. 205630512110213
Author(s):  
Brooke Erin Duffy ◽  
Annika Pinch ◽  
Shruti Sannon ◽  
Megan Sawey
Keyword(s):  
Social Media ◽  
Cultural Production ◽  
Ecological Model ◽  
Creative Economy ◽  
Cultural Industries ◽  
Professional Success ◽  
Social Media Platforms ◽  
The Media ◽  
Depth Interviews

While metrics have long played an important, albeit fraught, role in the media and cultural industries, quantified indices of online visibility—likes, favorites, subscribers, and shares—have been indelibly cast as routes to professional success and status in the digital creative economy. Against this backdrop, this study sought to examine how creative laborers’ pursuit of social media visibility impacts their processes and products. Drawing upon in-depth interviews with 30 aspiring and professional content creators on a range of social media platforms—Instagram, YouTube, TikTok, Pinterest, and Twitter—we contend that their experiences are not only shaped by the promise of visibility, but also by its precarity. As such, we present a framework for assessing the volatile nature of visibility in platformized creative labor, which includes unpredictability across three levels: (1) markets, (2) industries, and (3) platform features and algorithms. After mapping out this ecological model of the nested precarities of visibility, we conclude by addressing both continuities with—and departures from—the earlier modes of instability that characterized cultural production, with a focus on the guiding logic of platform capitalism.

scholarly journals ‘Rival visions of reality’: An analysis of the framing of Boko Haram in Nigerian newspapers and Twitter

2018 ◽  
Vol 11 (4) ◽  
pp. 392-406 ◽  
Author(s):  
Mercy Ette ◽  
Sarah Joe
Keyword(s):  
Social Media ◽  
Reliability And Validity ◽  
Research Tool ◽  
Terrorist Group ◽  
Framing Analysis ◽  
Boko Haram ◽  
Media Space ◽  
Social Media Platforms ◽  
The Media

This article focuses on the framing of Boko Haram, a transnational terrorist group, in legacy and social media platforms. The discussion is predicated on the understanding that in spite of its popularity as a research tool, the concept of framing is still problematic. One area of contention has been the reliability and validity of framing analysis. Drawing on Robert Entman’s seminal definition, this study investigates the viability of two innovative framing approaches and explores the intersection of the framing of Boko Haram in four Nigerian newspapers and Twitter. The authors argue that, while newspapers continue to dominate the media space, it is important to acknowledge the growing relevance of social media in shaping and influencing the opinion of their users. The study’s findings support the viability of these approaches and come to the conclusion that exploring the differences between the platforms can unearth different versions of reality.

scholarly journals Electoral Disinformation: Looking Through the Lens of Tsek.ph Fact Checks

Plaridel ◽  
2020 ◽  
Vol 17 (1) ◽  
pp. 285-295
Author(s):  
Yvonne Chua ◽  
Jake Soriano
Keyword(s):  
Social Media ◽  
Presidential Election ◽  
Wide Range ◽  
Midterm Elections ◽  
Fertile Ground ◽  
Social Media Platforms ◽  
The Media ◽  
Fact Checking

Elections are fertile ground for disinformation. The 2019 midterm elections, like the 2016 presidential election, buttress this observation. This ugly side of electoral contests is documented by Tsek.ph, a pioneering collaborative fact-checking initiative launched by three universities and eleven newsrooms specifically for the midterms. Its repository of fact checks provides valuable insights into the nature of electoral disinformation before, during and after the elections. Clearly, electoral disinformation emanates from candidates and supporters alike, on conventional (e.g., speeches and sorties) and digital (e.g., social media) platforms. Its wide range of victims includes the media no less.

Is Snapchat Discover really a news platform? News snacking from social media and users’ knowledge of current affairs

2021 ◽  
Vol 00 (00) ◽  
pp. 1-23
Author(s):  
Jayeon Lee
Keyword(s):  
Social Media ◽  
Negative Relationship ◽  
The United States ◽  
Journalism Studies ◽  
Soft News ◽  
Current Affairs ◽  
Social Media Platforms ◽  
The Media ◽  
The Impact ◽  
Negative Predictor

The role of the media in informing the public has long been a central topic in journalism studies. Given that social media platforms have become today’s major source of news, it is important to understand the impact of social media use on citizens’ knowledge of current affairs. While people get news from multiple platforms throughout the day, most research treats social media as a single entity or examines only one or two major platforms ignoring newer social media platforms. Drawing on news snacking framework, this study investigates how using some of today’s most popular social media platforms predicts users’ current affairs knowledge, with particular attention to Snapchat and its news section Discover. A survey conducted in the United States (N=417) demonstrated that each of the platforms is distinct: Twitter is a strongly positive predictor of knowledge, Facebook a marginally significant negative predictor, Reddit a significantly negative predictor and Instagram not a significant predictor. Overall Snapchat use has no significant association with users’ knowledge of current affairs, whereas Discover use has a negative relationship. Further analysis revealed that mere exposure to Snapchat is positively related to soft-news knowledge and attention to Discover is negatively related to hard-news knowledge.

Social Media Use Among Olympians and Sport Journalists in Hungary

2020 ◽  
Vol 13 (2) ◽  
pp. 181-199
Author(s):  
Agnes Kovacs ◽  
Tamas Doczi ◽  
Dunja Antunovic
Keyword(s):  
Social Media ◽  
Media Use ◽  
Social Media Use ◽  
The World ◽  
Social Media Platforms ◽  
The Media ◽  
Hungarian Case ◽  
The Relationship ◽  
Insight Into

The Olympic Games are among the most followed events in the world, so athletes who participate there are exceptionally interesting for the media. This research investigated Olympians’ social media use, sport journalists’ attitudes about Olympians’ social media use, and the role of social media in the relationship between Olympians and sport journalists in Hungary. The findings suggest that most Hungarian Olympians do not think that being on social media is an exceptionally key issue in their life, and a significant portion of them do not have public social media pages. However, sport journalists would like to see more information about athletes on social media platforms. The Hungarian case offers not only a general understanding of the athlete–journalist relationship, and the role of social media in it, but also insight into the specific features of the phenomenon in a state-supported, hybrid sport economy.

scholarly journals Defending the media from itself: Reforming media regulations to minimise the impact of misinformation

European View ◽  
2019 ◽  
Vol 18 (2) ◽  
pp. 210-219
Author(s):  
Juha-Pekka Nurvala ◽  
Amelia Buckell
Keyword(s):  
Decision Making ◽  
Social Media ◽  
Case Studies ◽  
Search Engines ◽  
Behavioural Changes ◽  
Social Media Platforms ◽  
The Media ◽  
The Uk ◽  
The Impact

This article argues that media regulations on correcting incorrect articles are in dire need of reform due to technological and behavioural changes. By using case studies from the UK, the authors demonstrate the huge difference between the number of people who were reached by the original article before the Independent Press Standards Organisation (the regulator in the UK) ruled it incorrect and the number reached by the correction or corrected article. The authors argue that media regulations must be reformed to ensure that corrections reach the same people as the original incorrect article to avoid misinformation impacting peoples’ decision-making, and that reforms must include social media platforms and search engines.

scholarly journals Making Place in the Media City

2012 ◽  
Vol 4 (3) ◽  
pp. 559-577 ◽  
Author(s):  
Maja Klausen
Keyword(s):  
Social Media ◽  
Urban Space ◽  
Research Process ◽  
Ethnographic Research ◽  
Research Setting ◽  
Social Media Platforms ◽  
The Media ◽  
Urban Exploration ◽  
Late Modern ◽  
Share Information

The article discusses practices of placemaking through empirical fieldwork undertaken in the subculture of urban exploration in Copenhagen. The making and experience of place is discussed, firstly, in relation to methodology and academic representation and secondly, in relation to urban space and media. The article begins by suggesting that the ethnographic research process should be grasped as the making of an ’ethnographic place’ (Pink 2010), which invites readers/audiences to imagine themselves into the places represented. Based on findings from the fieldwork, the article moves on to the methodologies associated with the examination of urban exploration and its academic representation. The article points to a ’multi-sited’ (Marcus 1995) and mobile ethnography (Lee & Ingold 2006) that acknowledges the ethnographer as ’emplaced’ (Howes 2005) in the research setting. Finally, urban exploration and the placemaking practices involved are positioned in a wider theoretical framework focusing on social media and urban space. The urban explorers use different social media platforms to share information and pictures, which is said to accelerate ’a mediatised sense of place’ (Jansson & Falkheimer 2006). Urban exploration is seen as a practice tied to the late modern ’media city’ (Fornäs 2006; McQuire 2010), where spatial experience is transformed due to the increased convergence of mobile and pervasive media with urban space.

scholarly journals Sentiment Analysis of Social Media Content for Music Recommendation

2021 ◽  
Vol 4 (1) ◽  
pp. 110-120
Author(s):  
S Akuma ◽  
P Obilikwu ◽  
E Ahar
Keyword(s):  
Social Media ◽  
Sentiment Analysis ◽  
Recommender System ◽  
Emotional State ◽  
Media Content ◽  
Random Testing ◽  
Music Recommendation ◽  
Social Media Platforms ◽  
High Predictability ◽  
Use Of Social Media

There is a growing use of social media for communication and entertainment. The information obtained from these social media platforms like Facebook, Linkedln, Twitter and so on can be used for inferring users’ emotional state. Users express their emotions on social media such as Twitter through text and emojis. Such expression can be harvested for the development of a recommender system. In this work, live tweets of users were harvested for the development of an emotion-based music recommender system. The emotions captured in this work include happy, fear, angry disgusted and sad. Users tweets in the form of emojis or text were matched with predefined variables to predict the emotion of users. Random testing of live tweets using the system was conducted and the result showed high predictability.

scholarly journals Logics of the Icelandic Hybrid Media System

2019 ◽  
Vol 40 (1) ◽  
pp. 43-59
Author(s):  
Birgir Guðmundsson
Keyword(s):  
Social Media ◽  
New Media ◽  
Political Communication ◽  
Parliamentary Elections ◽  
Media System ◽  
Network Media ◽  
Social Media Platforms ◽  
The Media ◽  
Media Logic

AbstractThe increased importance of social media platforms and network media logic merging with traditional media logic are a trademark of modern hybrid systems of political communication. This article looks at this development through the media-use by politicians before the 2016 and 2017 parliamentary elections in Iceland. Aggregate results from candidate surveys on the use and perceived importance of different media forms are used to examine the role of the new platform Snapchat in relation to other media, and to highlight the dynamics of the hybrid media system in Iceland. The results show that Snapchat is exploited more by younger politicians and those already using social media platforms. However, in spite of this duality between old and new media, users of traditional platforms still use new media and vice versa. This points to the existance of a delicate operational balance between different media logics, that could change as younger politicians move more centre stage.

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