• 제목/요약/키워드: social media network

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Do North Korean Social Media Show Signs of Change?: An Examination of a YouTube Channel Using Qualitative Tagging and Social Network Analysis

  • Park, Han Woo;Lim, Yon Soo
    • Journal of Contemporary Eastern Asia
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    • 제19권1호
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    • pp.123-143
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    • 2020
  • This study examines the interplay between the reactions of YouTube users and North Korean propaganda. Interesting enough, the study has noticed changes in the strict media environment under young leader Kim. Messages delivered by the communist regime to the outside world appeared to resemble those of 'normal' countries. Although North Korean YouTube was led mainly by the account operator, visitors from different nations do comment on the channel, which suggests the possibility of building international communities for propaganda purposes. Overall, the study observed a sparsely connected social network among ordinary commenters. However, the operator did not exercise tight control over peer-to-peer communication but merely answered questions and tried to facilitate mass participation. In contrast to the many news clips, the documentary content on North Korea's YouTube channel did not explicitly advocate for North Korea's current political positions.

Social Media Data Analysis Trends and Methods

  • Rokaya, Mahmoud;Al Azwari, Sanaa
    • International Journal of Computer Science & Network Security
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    • 제22권9호
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    • pp.358-368
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    • 2022
  • Social media is a window for everyone, individuals, communities, and companies to spread ideas and promote trends and products. With these opportunities, challenges and problems related to security, privacy and rights arose. Also, the data accumulated from social media has become a fertile source for many analytics, inference, and experimentation with new technologies in the field of data science. In this chapter, emphasis will be given to methods of trend analysis, especially ensemble learning methods. Ensemble learning methods embrace the concept of cooperation between different learning methods rather than competition between them. Therefore, in this chapter, we will discuss the most important trends in ensemble learning and their applications in analysing social media data and anticipating the most important future trends.

Social Media based Real-time Event Detection by using Deep Learning Methods

  • Nguyen, Van Quan;Yang, Hyung-Jeong;Kim, Young-chul;Kim, Soo-hyung;Kim, Kyungbaek
    • 스마트미디어저널
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    • 제6권3호
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    • pp.41-48
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    • 2017
  • Event detection using social media has been widespread since social network services have been an active communication channel for connecting with others, diffusing news message. Especially, the real-time characteristic of social media has created the opportunity for supporting for real-time applications/systems. Social network such as Twitter is the potential data source to explore useful information by mining messages posted by the user community. This paper proposed a novel system for temporal event detection by analyzing social data. As a result, this information can be used by first responders, decision makers, or news agents to gain insight of the situation. The proposed approach takes advantages of deep learning methods that play core techniques on the main tasks including informative data identifying from a noisy environment and temporal event detection. The former is the responsibility of Convolutional Neural Network model trained from labeled Twitter data. The latter is for event detection supported by Recurrent Neural Network module. We demonstrated our approach and experimental results on the case study of earthquake situations. Our system is more adaptive than other systems used traditional methods since deep learning enables to extract the features of data without spending lots of time constructing feature by hand. This benefit makes our approach adaptive to extend to a new context of practice. Moreover, the proposed system promised to respond to acceptable delay within several minutes that will helpful mean for supporting news channel agents or belief plan in case of disaster events.

소셜네트워크의 핵심요인 분석 : 기술과 서비스 측면을 중심으로 (The Analysis for Key Factors of Social Network in aspect of Technology and Service)

  • 변태운;송승근
    • 경영과정보연구
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    • 제29권4호
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    • pp.89-108
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    • 2010
  • 소셜네트워크서비스(Social Network Service)는 사람들 사이의 사회적 관계를 중심으로 온라인상에 구축된 친목기반형 서비스이다. 최근 이러한 서비스의 수요와 관심이 그 어느 때 보다 높아진 반면 기술과 서비스적인 측면에서 접근이 아직은 미흡한 실정이다. 본 연구는 다양한 소셜네트워크 서비스 가운데 전 세계적으로 가장 유명하고 이용자수가 최대인 페이스북(Facebook)을 대상으로 기술과 서비스적 접근을 바탕으로 페이스북이 성공한 요인이 무엇인지 살펴보았다. 이를 위해 소셜네트워서비스를 사용한 경험이 풍부한 사용자들의 행동을 관찰 하였다. 그 결과 기술적인 측면에 해당하는 비동기적인 방식이 사교성을 향상시키고 기술의 공개성은 서비스적인 측면에서 폐쇄성을 지향하는 방향으로 작동하는 것을 발견하였다. 이는 소셜 미디어가 갖는 독특한 특질이다. 이러한 요소를 고려해서 소셜 미디어를 개발할 때 성공적인 소셜네트워크서비스가 가능 할 것으로 기대한다.

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"You can't help but Like it": An Investigation of Mandatory Endorsement Solicitation and Gating Practices in Online Social Networks

  • Church, E. Mitchell;Passarello, Samantha
    • Asia pacific journal of information systems
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    • 제26권1호
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    • pp.124-142
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    • 2016
  • Companies operating in social network platforms continue to improve and expand their marketing techniques. This study examines the practice of "gating", which involves virtual barriers between social network users and company content. Gates demand mandatory user endorsements, in the form of a Facebook "Likes", Twitter "retweets" etc., to gain access to company content, such as coupons and rewards,. Gating practices demand a mandatory endorsement before any content consumption takes place. Thus, while user endorsements are assumed to arise voluntarily from trusted known sources, gating practices would appear to violate this assumption. However, whether this violation lessens the effectiveness of gating practices still requires empirical validation. We investigate this question through the use of a unique panel data set that includes data on "like" endorsements obtained from a number of real-world Facebook business pages. Results of the study show that gating practices are effective for endorsement solicitation; however, gates may interfere with more traditional marketing activities.

Social Network Service 수용 후 사용회피에 관한 연구: 페이스북 사용자를 중심으로 (A Study on the Avoidance Intention of Social Network Service in Post Adoption Context: Focusing on the Facebook User)

  • 박경자
    • 한국정보시스템학회지:정보시스템연구
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    • 제24권1호
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    • pp.147-168
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    • 2015
  • Why people reduce or stop using social network services(SNS), which are regarded as a mean of relationship and communication, unlike the early trend? To explain the phenomenon, this study tries to predict psychological decision making process of users from perspectives of cognitive dissonance theory. From this perspective, this study attempted an integrative approach that reflected 'User's literacy' indicating the ability of individuals to use SNS, and 'negative mass media influence' such as media reports on side effects or the bad experiences of acquaintances, along with the 3 factors used in the SNS Prior research. This study conducted an empirical analysis by surveying 256 facebook users, and the major findings are as follows:- First, Social-overload, complexity, uncertainty and negative media influence are significantly affect dissonance on the use of SNS. Second, Dissonance on the use of SNS significantly affects the behavior that possibly reduces and limits the use of SNS. In other words, the users who have experienced psychological dissonance respond passively by avoiding the use of SNS to resolve the dissonance. Third, the moderating effect of User's literacy wasn't a significant. This study presents a clue to understand psychological decision making process of use of SNS and a guideline for establishing practical strategies. In addition, it is important to note that this study contributes to expansion of theoretical discussion about usage.

소셜 미디어 참여에 관한 연구 동향과 쟁점의 변화: 네트워크 분석과 클러스터링 기법을 활용한 메타 분석을 중심으로 (Trends in Social Media Participation and Change in ssues with Meta Analysis Using Network Analysis and Clustering Technique)

  • 신현보;선형주;이준기
    • 한국빅데이터학회지
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    • 제4권1호
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    • pp.99-118
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    • 2019
  • 본 연구는 소셜 미디어 참여 관련 연구 베타분석을 위해 네트워크 분석과 클러스터링 기법을 활용하였다. 주경로 분석 결과 37개의 주요 연구가 추출되었고 커뮤니티 관련 네트워크와 뉴 미디어 관련 네트워크 두 가지로 구분되었다. 연결망 분석과 클러스터링 결과 네가지 클러스터가 형성되었다. 본 연구는 학술 데이터를 활용해 연구 동향을 거시적으로 파악하며 그 방법론으로 네트워크 분석과 기계학습을 활용하였다는 학술적 의의를 가진다.

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Establishing the Process of Spatial Informatization Using Data from Social Network Services

  • Eo, Seung-Won;Lee, Youngmin;Yu, Kiyun;Park, Woojin
    • 한국측량학회지
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    • 제34권2호
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    • pp.111-120
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    • 2016
  • Prior knowledge about the SNS (Social Network Services) datasets is often required to conduct valuable analysis using social media data. Understanding the characteristics of the information extracted from SNS datasets leaves much to be desired in many ways. This paper purposes on analyzing the detail of the target social network services, Twitter, Instagram, and YouTube to establish the spatial informatization process to integrate social media information with existing spatial datasets. In this study, valuable information in SNS datasets have been selected and total 12,938 data have been collected in Seoul via Open API. The dataset has been geo-coded and turned into the point form. We also removed the overlapped values of the dataset to conduct spatial integration with the existing building layers. The resultant of this spatial integration process will be utilized in various industries and become a fundamental resource to further studies related to geospatial integration using social media datasets.

사회적 자본과 미디어 이용이 문화적응과 직무만족에 미치는 영향 - 한국의 중국인 근로자들을 중심으로 - (The Effects of Social Capital and Media Use on Cultural Adaptation and Job Satisfaction among Chinese Workers in Korea)

  • 이금희;정동섭
    • 경영과정보연구
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    • 제35권1호
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    • pp.1-22
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    • 2016
  • 한국의 외국인 근로자 문제는 1988년 서울 올림픽 이후 외국인 근로자수가 급증하면서 본격적으로 제기되기 시작하였다. 이들은 열악한 근무환경과 저임금, 임금체불, 문화적응 등으로 많은 어려움을 겪고 있다. 본 연구는 외국인 근로자들의 사회적 자본(사회적 네트워크 및 사회적 지원)과 미디어 이용(한국 및 중국 미디어)이 그들의 문화적응과 직무만족에 미치는 영향을 분석함으로써 이들을 고용하는 기업들과 이들을 지원하는 공익단체에 실무적 시사점을 주고자 한다. 본 연구의 목적달성을 위하여 중국인 근로자 273명(조선족 근로자 216명과 한족 근로자 57명)에 대한 설문조사를 근거로 하여 연구가설을 검증하고 이론적이고 실무적인 결과를 제시하고자 하였다. 본 연구를 통해 도출된 실증적 연구결과는 다음과 같다. 첫째, 외국인 근로자의 사회적 자본 중 모국인 네트워크, 한국인 네트워크, 가족지원 및 모국인 지원 등의 독립변수가 매개변수인 문화적응에 정의 (+) 영향을 미치는 것으로 나타났고, 또한 이들의 독립변수들은 직무만족에도 정의 (+) 영향을 미치는 것으로 나타났다. 둘째, 미디어 이용변수 중 한국 미디어는 문화적응과 직무만족에 모두 정의 (+) 영향을 미치는 것으로 나타났다. 셋째, 매개변수인 문화적응은 모국 네트워크와 직무만족의 관계, 그리고 한국인 네트워크와 직무만족 간의 관계에서 부분매개의 역할을 하는 것으로 나타났다. 또한 문화적응은 가족지원과 직무만족의 관계, 모국인 지원과 직무만족의 관계, 그리고 한국 미디어와 직무만족의 간의 관계에서 완전매개의 역할을 하는 것으로 나타났다. 본 연구의 결과는 사회적 자본과 한국 미디어 이용이 문화적응과 직무만족의 중요한 요인임을 확인시켜 주었으며, 문화적응의 변수가 중요한 매개요인으로 나타난 것은 외국인 근로자의 경우에, 문화적응이 매우 중요한 매개관계를 하고 있음을 각인시켜주고 있다.

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소셜 미디어에서 정보공유를 위한 애착의 매개역할: 사회적 자본이론 관점 (Mediating Roles of Attachment for Information Sharing in Social Media: Social Capital Theory Perspective)

  • 정남호;한희정;구철모
    • Asia pacific journal of information systems
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    • 제22권4호
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    • pp.101-123
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    • 2012
  • Currently, Social Media, it has widely a renown keyword and its related social trends and businesses have been fastly applied into various contexts. Social media has become an important research area for scholars interested in online technologies and cyber space and their social impacts. Social media is not only including web-based services but also mobile-based application services that allow people to share various style information and knowledge through online connection. Social media users have tendency to common identity- and bond-attachment through interactions such as 'thumbs up', 'reply note', 'forwarding', which may have driven from various factors and may result in delivering information, sharing knowledge, and specific experiences et al. Even further, almost of all social media sites provide and connect unknown strangers depending on shared interests, political views, or enjoyable activities, and other stuffs incorporating the creation of contents, which provides benefits to users. As fast developing digital devices including smartphone, tablet PC, internet based blogging, and photo and video clips, scholars desperately have began to study regarding diverse issues connecting human beings' motivations and the behavioral results which may be articulated by the format of antecedents as well as consequences related to contents that people create via social media. Social media such as Facebook, Twitter, or Cyworld users are more and more getting close each other and build up their relationships by a different style. In this sense, people use social media as tools for maintain pre-existing network, creating new people socially, and at the same time, explicitly find some business opportunities using personal and unlimited public networks. In terms of theory in explaining this phenomenon, social capital is a concept that describes the benefits one receives from one's relationship with others. Thereby, social media use is closely related to the form and connected of people, which is a bridge that can be able to achieve informational benefits of a heterogeneous network of people and common identity- and bonding-attachment which emphasizes emotional benefits from community members or friend group. Social capital would be resources accumulated through the relationships among people, which can be considered as an investment in social relations with expected returns and may achieve benefits from the greater access to and use of resources embedded in social networks. Social media using for their social capital has vastly been adopted in a cyber world, however, there has been little explaining the phenomenon theoretically how people may take advantages or opportunities through interaction among people, why people may interactively give willingness to help or their answers. The individual consciously express themselves in an online space, so called, common identity- or bonding-attachments. Common-identity attachment is the focus of the weak ties, which are loose connections between individuals who may provide useful information or new perspectives for one another but typically not emotional support, whereas common-bonding attachment is explained that between individuals in tightly-knit, emotionally close relationship such as family and close friends. The common identify- and bonding-attachment are mainly studying on-offline setting, which individual convey an impression to others that are expressed to own interest to others. Thus, individuals expect to meet other people and are trying to behave self-presentation engaging in opposite partners accordingly. As developing social media, individuals are motivated to disclose self-disclosures of open and honest using diverse cues such as verbal and nonverbal and pictorial and video files to their friends as well as passing strangers. Social media context, common identity- and bond-attachment for self-presentation seems different compared with face-to-face context. In the realm of social media, social users look for self-impression by posting text messages, pictures, video files. Under the digital environments, people interact to work, shop, learn, entertain, and be played. Social media provides increasingly the kinds of intention and behavior in online. Typically, identity and bond social capital through self-presentation is the intentional and tangible component of identity. At social media, people try to engage in others via a desired impression, which can maintain through performing coherent and complementary communications including displaying signs, symbols, brands made of digital stuffs(information, interest, pictures, etc,). In marketing area, consumers traditionally show common-identity as they select clothes, hairstyles, automobiles, logos, and so on, to impress others in any given context in a shopping mall or opera. To examine these social capital and attachment, we combined a social capital theory with an attachment theory into our research model. Our research model focuses on the common identity- and bond-attachment how they are formulated through social capitals: cognitive capital, structural capital, relational capital, and individual characteristics. Thus, we examined that individual online kindness, self-rated expertise, and social relation influence to build common identity- and bond-attachment, and the attachment effects make an impact on both the willingness to help, however, common bond seems not to show directly impact on information sharing. As a result, we discover that the social capital and attachment theories are mainly applicable to the context of social media and usage in the individual networks. We collected sample data of 256 who are using social media such as Facebook, Twitter, and Cyworld and analyzed the suggested hypotheses through the Structural Equation Model by AMOS. This study analyzes the direct and indirect relationship between the social network service usage and outcomes. Antecedents of kindness, confidence of knowledge, social relations are significantly affected to the mediators common identity-and bond attachments, however, interestingly, network externality does not impact, which we assumed that a size of network was a negative because group members would not significantly contribute if the members do not intend to actively interact with each other. The mediating variables had a positive effect on toward willingness to help. Further, common identity attachment has stronger significant on shared information.

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