Social Media Commons^™

Detecting And Characterizing Suspicious Behaviors Within Youtube Channels, Oluwaseyi David Adeliyi

Theses and Dissertations

Online social networks have been a target of misinformation and manipulative campaigns in recent years. Although, recent literature has been developed to identify individual suspicious accounts that are connected to coordinated manipulative campaigns on platform such as Twitter, there is a need to detect and characterize large-scale coordinated efforts within other contexts. YouTube is the one of the most popular and visited websites in the world and has also been a target of misinformation and online campaigns in recent years, making analysis of suspicious behaviors within the platform vital for the research community and policymakers at large. In this research, …

The Effectiveness Of Facebook As A Social Network Intervention To Increase Physical Activity In Chinese Young Adults, Patrick W.C. Lau, J. J. Wang, Lynda B. Ransdell, Lei Shi

Kinesiology Faculty Publications and Presentations

Introduction: Facebook, one of the worlds' most popular online social networks, is easy to access and cost-effective. Its use to enhance individual's physical activity (PA) participation should be examined. This research reviews the effectiveness and successful features of Facebook for influencing PA behaviors in young adults (Study 1), and empirically examines the efficacy of the features purported in increase PA via a Facebook intervention (Study 2).

Methods: In Study 1, PubMed, Medline, SPORT Discus, ERIC, and Embase were searched for articles that identified successful features and effectiveness of Facebook PA interventions published between January 2005 and February 2022. In Study …

Did Twitter Deliberately Mislead Elon Musk In His Acquisition Bid?, Mark Humphery-Jenner

Perspectives@SMU

Elon Musk has officially ended his bid to acquire Twitter on the grounds that it misled the market in its disclosures, writes UNSW Business School's Mark Humphery-Jenner

Twitter Demonstrates Why Poison Pills Are Bad For Shareholders, Mark Humphery-Jenner

Perspectives@SMU

Twitter’s poison pill appears to be an attempt to entrench the board rather than delivering shareholder value, writes UNSW Business School's Mark Humphery-Jenner

Social Media As A Tool For Evangelism Among Youth And Young Adults, Trisney Bocala

Student Research

This research aims to answer the question of which social media platforms youth prefer and what types of content they prefer. Using data collected from a quantitative survey, this research seeks to identify the most-used social media platforms and most appealing formats of content so that Seventh-day Adventist churches, media organizations, and digital missionaries can more effectively utilize social media as a tool for evangelism among youth, defined as 15 to 24 years of age.

Trust And Closeness: A Mixed Method For Understanding The Relationship Of Social Network Users, Lei Yang, Xue Wang, Margaret Meiling Meiling Luo

Journal of International Technology and Information Management

Mutual trust among social networks users encourages positive communications, so it is critical to study trust in the context of online social networks. In this study, we built a model to calculate trust of social media users. Data was collected from Qzone (Tencent Technology Co., Ltd.), a SN service (also known as QQ) in China. We identified 150 QQ users and 3 friends from each of the users; data of these users were collected by Python program. The relationship between trust and closeness was constructed using an ordinary least squares regression model, and the factors that influence trust between social …

Marriage Migrants’ Use Of Social Media, Soontae An, Sun Sun Lim, Hannah Lee

Research Collection College of Integrative Studies

This study analyzed the role and impact of social media use on the daily lives of marriage migrants. We empirically examined a moderated mediation model by surveying 201 marriage migrants. This study focused on four key concepts: social stigma, empowerment, self-stigma, and social networks forged via social media such as Facebook, Kakao Talk, LINE, and Viber. The results confirmed that the detrimental effect of social stigma can be mitigated by robust social networks, and a greater feeling of empowerment resulted in less self-stigma. Consequently, social networks through social media acted as a buffer against negative public opinion or any belittling …

Maximizing Multifaceted Network Influence, Yuchen Li, Ju Fan, George V. Ovchinnikov, Panagiotis Karras

Research Collection School Of Computing and Information Systems

An information dissemination campaign is often multifaceted, involving several facets or pieces of information disseminating from different sources. The question then arises, how should we assign such pieces to eligible sources so as to achieve the best viral dissemination results? Past research has studied the problem of Influence Maximization (IM), which is to select a set of k promoters that maximizes the expected reach of a message over a network. However, in this classical IM problem, each promoter spreads out the same unitary piece of information. In this paper, we propose the Optimal Influential Pieces Assignment (OIPA) problem, which is …

Linky: Visualizing User Identity Linkage Results For Multiple Online Social Networks (Demo), Roy Ka-Wei Lee, Ming Shan Hee, Philips Kokoh Prasetyo, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

User identity linkage across online social networks is an emerging research topic that has attracted attention in recent years. Many user identity linkage methods have been proposed so far and most of them utilize user profile, content and network information to determine if two social media accounts belong to the same person. In most cases, user identity linkage methods are evaluated by performing some prediction tasks with the results presented using some overall accuracy measures. However, the methods are rarely compared at the individual user level where a predicted matched (or linked) pair of user identities from different online social …

"Active Team" A Social And Gamified App-Based Physical Activity Intervention: Randomised Controlled Trial Study Protocol, Sarah Edney, Ronald Plotnikoff, Corneel Vandelanotte, Tim Olds, Ilse De Bourdeaudhuij, Jillian Ryan, Carol Maher

Research outputs 2014 to 2021

Background

Physical inactivity is a leading preventable cause of chronic disease and premature death globally, yet over half of the adult Australian population is inactive. To address this, web-based physical activity interventions, which have the potential to reach large numbers of users at low costs, have received considerable attention. To fully realise the potential of such interventions, there is a need to further increase their appeal to boost engagement and retention, and sustain intervention effects over longer periods of time. This randomised controlled trial aims to evaluate the efficacy of a gamified physical activity intervention that connects users to each …

Trolling Twitter, Eric Vorst

Dissertations

Political polarization is a defining feature of the contemporary American political landscape. While there is little doubt that elite polarization levels have risen dramatically in recent decades, there is some debate over the existence of a corresponding rise in mass polarization. Recent scholarship on mass polarization has cited evidence related to citizens’ positions on public policy issues, party sorting, and geographic polarization; however, questions remain as to the nature and extent of mass polarization in online spaces. Specifically, more needs to be known regarding how expressions of elite polarization influence the formation of polarized communities within social media.

This dissertation …

Social Capital Of Directors And Corporate Governance: A Social Network Analysis, Zihan Niu, Christopher C. H. Chen

Research Collection Yong Pung How School Of Law

This Article examines how a director’s social capital might affect his or her behavior, the board’s performance, and corporate governance, as well as the potential normative implications of the director’s social network. We argue that the quality of board performance could be improved where the social network closure within the board is high and there are many non-redundant contacts beyond the board. Network closure can improve trust and collaboration within a board, while external contacts may benefit a company with more diverse sources of information. Moreover, different network positioning leads to the inequality of social capital for directors. With more …

Profiling Social Media Users With Selective Self-Disclosure Behavior, Wei Gong

Dissertations and Theses Collection

Social media has become a popular platform for millions of users to share activities and thoughts. Many applications are now tapping on social media to disseminate information (e.g., news), to promote products (e.g., advertisements), to manage customer relationship (e.g., customer feedback), and to source for investment (e.g., crowdfunding). Many of these applications require user profile knowledge to select the target social media users or to personalize messages to users. Social media user profiling is a task of constructing user profiles such as demographical labels, interests, and opinions, etc., using social media data. Among the social media user profiling research works, …

Extending The Network: The Influence Of Offline Friendship On Twitter Network, Young Soo Kim, Kyungsub Stephen Choi, Felicia Natali

Research Collection School Of Computing and Information Systems

Twitter effectively provides a communication platform that allows users to strengthen or augment relationships with their close ones. It is a common scene to see groups of people in continuing group communication from offline to online using tools such as Twitter. Furthermore, it is also possible to meet new friends via online encounter. Under these circumstances, there would be friends who are both offline and online, or only in online. Many of earlier Twitter network studies focused on the network effects’ direction going from online to offline network. This paper explores the opposite direction, going from offline to online network. …

The Effects Of Social Media On Music Sharing, Rachel Zucker

Senior Theses

Studying music and its evolution in a society can give researchers a clue about the culture of a group of people as a whole. I believe that studying the way that music is shared is an integral part of this. In my research, I explored the historical roots of the digitization of music, while simultaneously examining the evolution of social media networks and their role in music sharing. Through my research, I gained an understanding of the flow of music exchange in today’s society by identifying the current, dominant social media and music streaming platforms and examining how each platform …

The Relationship Between College Students' Use Of Facebook And Their Feelings Of Alienation From Their Institution, Oleksandr Komarenko

All Graduate Theses, Dissertations, and Other Capstone Projects

Today's college students are digital natives who have grown up using technology, such as social network systems (SNSs). SNS use, and specific behavior patterns, have been linked to a variety of psychological and social outcomes. The sense of disconnection from a student's institution, known as alienation, is one significant factor that can be detrimental to students' social and academic experience and performance in college (Gordon, 1998; Loo & Rolison, 1986; Suen, 1983). This study explores the association between Facebook relationship maintenance behaviors (FRMB; Ellison, Vitak, Gray, & Lampe, 2014) and alienation from their university, and whether FRMBs and alienation are …

Investigating The Influence Of Offline Friendship On Twitter Networking Behaviors, Young Soo Kim, Felicia Natali, Feida Zhu, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

We investigate the influence of offline friendship in three specific areas of Twitter networking behaviors: (a) network structure, (b) Twitter content and (c) interaction on Twitter. We observe some interesting findings through the empirical analysis of 2193 pairs of users who are online friends. When these pairs of users know each other offline, they are more likely to (1) respond to the online gesture of friendship from their friend, (2) share mutual online friends, (3) distribute and gather information in their friend’s Twitter network, (4) pay attention to their friend’s tweets, (5) post tweets that might be of interest to …

Organizational Use Of Social Media: The Shift In Communication, Collaboration And Decision-Making, Dhruvi A. Naik

Masters Theses, 2010-2019

Organizational use of social media: The shift in communication, collaboration and decision-making

Social media has driven organizational communication, collaboration and decision-making in recent times. This thesis focuses first on the popularity and widespread usage of social media like Facebook, Twitter and LinkedIn and how it has provided businesses with platforms to collaborate and communicate virtually. It then explores how organizations can implement social media for the purpose of external marketing and advertising, to connect to consumers and for the purpose of internal communications. For example, how can organizations tap the potential of social media and connect with consumers? Social media …

Facebook Frets: The Role Of Social Media Use In Predicting Social And Facebook-Specific Anxiety, Lee Farquhar, Theresa Davidson

Scholarship and Professional Work - Communication

Theory suggests that Facebook users may experience anxiety due to accessibility of their self-presentations to their entire networks. This project examines the impact of Facebook use on general social anxiety and Facebook-specific anxiety. Predictors we consider include the intensity of Facebook use, role conflict experienced during Facebook use, self-monitoring activities of the user, and religiosity of the user. Findings indicate that Facebook may, indeed, be increasing anxiety. Role conflict and religiosity can also increase Facebook-specific anxiety. Self-monitoring decreases Facebook-specific anxiety but increases general social anxiety. These findings suggest that, under certain circumstances, Facebook use may lead to heightened anxiety.

Why Does Everybody Hate Me? Balance, Status, And Homophily: The Triumvirate Of Signed Tie Formation, Janice Yap, Nicholas Harrigan

Research Collection School of Social Sciences

Despite being one of the foundational theories of signed (positive/negative) tie formation, the evidence for balance theory is far from conclusive. A recent promising alternative is status theory, but a theoretical and explanatory gap still remains, with a dearth of theories and evidence. We put forward and test eight separate theories of signed tie formation on two face-to-face networks of friendship and esteem of 282 students. We use dimension reduction (factor analysis) on the results tables comparing the predictions of these eight theories for 50 ERGM parameters with our estimated models. We find three main paradigms explain the majority of …

Data Preparation For Social Network Mining And Analysis, Yazhe Wang

Dissertations and Theses Collection (Open Access)

This dissertation studies the problem of preparing good-quality social network data for data analysis and mining. Modern online social networks such as Twitter, Facebook, and LinkedIn have rapidly grown in popularity. The consequent availability of a wealth of social network data provides an unprecedented opportunity for data analysis and mining researchers to determine useful and actionable information in a wide variety of fields such as social sciences, marketing, management, and security. However, raw social network data are vast, noisy, distributed, and sensitive in nature, which challenge data mining and analysis tasks in storage, efficiency, accuracy, etc. Many mining algorithms cannot …

Influences Of Influential Users: An Empirical Study Of Music Social Network, Jing Ren, Zhiyong Cheng, Jialie Shen, Feida Zhu

Research Collection School Of Computing and Information Systems

Influential user can play a crucial role in online social networks. This paper documents an empirical study aiming at exploring the effects of influential users in the context of music social network. To achieve this goal, music diffusion graph is developed to model how information propagates over network. We also propose a heuristic method to measure users' influences. Using the real data from Last. fm, our empirical test demonstrates key effects of influential users and reveals limitations of existing influence identification/characterization schemes.

Adoption Of Social Media Marketing Among Professionals, Liana Moran

Honors College Theses

Social media marketing is the professional use of social media websites such as Facebook for marketing purposes. This thesis project examines the adoption patterns and factors behind the decision to use social media marketing among professionals. The researcher conducted in-depth interviews with business professionals from the real estate rental industry in Statesboro, Georgia, and analyzed the results and implications using thematic analysis. Everett Rogers’ diffusion of innovations theory provides the theoretical framework for the research with social media marketing being the innovation. The participants identified that observability, relative advantage and complexity/simplicity were major factors for adopting social media marketing. The …

What You Want Is Not What You Get: Predicting Sharing Policies For Text-Based Content On Facebook, Arunesh Sinha, Li Yan, Lujo Bauer

Research Collection Lee Kong Chian School Of Business

As the amount of content users publish on social networking sites rises, so do the danger and costs of inadvertently sharing content with an unintended audience. Studies repeatedly show that users frequently misconfigure their policies or misunderstand the privacy features offered by social networks. A way to mitigate these problems is to develop automated tools to assist users in correctly setting their policy. This paper explores the viability of one such approach: we examine the extent to which machine learning can be used to deduce users' sharing preferences for content posted on Facebook. To generate data on which to evaluate …

K-Pop Live: Social Networking & Language Learning Platform, Thomas Chua, Chin Leng Ong, Kian Ming Png, Aloysius Lau, Houston Toh, Feida Zhu, Kyong Jin Shim, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

K-Pop live is a social networking and language learning platform developed by an undergraduate student team from Singapore Management University. K-Pop live aims to combine social media together with gamification to promote Korean culture. It consolidates all relevant Tweets from Twitter as well as videos from YouTube. The platform allows the user to connect with his friends who share similar interests in terms of K-pop artists and music.

Impact Of Multimedia In Sina Weibo, Xun Zhao

Dissertations and Theses Collection (Open Access)

Multimedia contents such as images and videos are widely used in social network sites nowadays. Sina Weibo, a Chinese microblogging service, is one of the first microblog platforms to incorporate multimedia content sharing features. This thesis provides statistical analysis on how multimedia contents are produced, consumed, and propagated in Sina Weibo. Based on 230 million tweets and 1.8 million user profiles in Sina Weibo, we study the impact of multimedia contents on the popularity of both users and tweets as well as tweet life span. In addition to consider the multimedia impact on popularity, we also compare the user influence …

Library 2.0 Theory: Web 2.0 And Its Implications For Libraries, Jack M. Maness

University Libraries: Faculty Scholarship

This article posits a definition and theory for "Library 2.0". It suggests that recent thinking describing the changing Web as "Web 2.0" will have substantial implications for libraries, and recognizes that while these implications keep very close to the history and mission of libraries, they still necessitate a new paradigm for librarianship. The paper applies the theory and definition to the practice of librarianship, specifically addressing how Web 2.0 technologies such as synchronous messaging and streaming media, blogs, wikis, social networks, tagging, RSS feeds, and mashups might intimate changes in how libraries provide access to their collections and user support …