• 대한치과교정학회지
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• 제53권5호
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• pp.328-335
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• 2023

Objective: The aim of this study was to determine whether an association between study quality, other study characteristics, and Altmetric Attention Scores (AASs) existed in orthodontic studies. Methods: The Scopus database was searched to identify orthodontic studies published between January 1, 2017, and December 31, 2019. Articles that satisfied the eligibility criteria were included in this study. Study characteristics, including study quality were extracted and entered into a pre-pilot data collection sheet. Descriptive statistics were calculated. On an exploratory basis, random forest and gradient boosting machine learning algorithms were used to examine the influence of article characteristics on AAS. Results: In total, 586 studies with an AAS were analyzed. Overall, the mean AAS of the samples was 5. Twitter was the most popular social media platform for publicizing studies, accounting for 53.7%. In terms of study quality, only 19.1% of the studies were rated as having a high level of quality, with 41.8% of the studies deemed moderate quality. The type of social media platform, number of citations, impact factor, and study type were among the most influential characteristics of AAS in both models. In contrast, study quality was one of the least influential characteristics on the AAS. Conclusions: Social media platforms contributed the most to the AAS for orthodontic studies, whereas study quality had little impact on the AAS.

• 한국컴퓨터정보학회논문지
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• 제26권1호
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• pp.163-170
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• 2021

빅데이터가 여러 분야에서 다양하게 접목됨에 따라 빅데이터 시장이 하드웨어로부터 시작해서 서비스 소프트웨어 부문으로 확장되고 있다. 특히 빅데이터 의미 파악 및 이해 능력, 분석 결과 등 총체적이고 직관적인 시각화를 위하여 애플리케이션을 제공하는 거대 플랫폼 시장으로 확대되고 있다. 그 중에서 SNS(Social Network Service) 등과 같은 소셜 미디어를 활용한 빅데이터 추출 및 분석에 대한 수요가 기업 뿐만 아니라 개인에 이르기까지 매우 활발히 진행되고 있다. 그러나 이처럼 사용자 트렌드 분석과 마케팅을 위한 소셜 미디어 데이터의 수집 및 분석에 대한 많은 수요에도 불구하고, 다양한 소셜 미디어 서비스 인터페이스의 이질성으로 인한 동적 연동의 어려움과 소프트웨어 플랫폼 구축 및 운영의 복잡성을 해결하기 위한 연구가 미흡한 상태이다. 따라서 본 논문에서는 소셜 미디어 데이터의 수집에서 추출 및 분류에 이르는 과정을 하나로 통합하여 운영할 수 있는 프레임워크를 개발하는 방법에 대해 제시한다. 제시된 프레임워크는 이질적인 소셜 미디어 데이터 수집 채널의 문제를 어댑터 패턴을 통해 해결하고, 의미 연관성 기반 추출 기법과 주제 연관성 기반 분류 기법을 통해 소셜 토픽 추출과 분류의 정확성을 높였다.

• Asia Marketing Journal
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• 제22권3호
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• pp.71-85
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• 2020

Social media has emerged as a major hub of engagement between brands and consumers in recent years, and allows user-generated content to serve as a powerful means of encouraging communication between the sides. However, it is challenging to negotiate user-generated content owing to its lack of structure and the enormous amount generated. This study focuses on the hashtag, a metadata tag that reflects customers' brand perception through social media platforms. Online users share their knowledge and impressions using a wide variety of hashtags. We examine hashtags that co-occur with particular branded hashtags on the social media platform, Instagram, to derive insights about brand perception. We apply text mining technology and network analysis to identify the perceptions of brand images among consumers on the site, where this helps distinguish among the diverse personalities of the brands. This study contributes to highlighting the value of hashtags in constructing brand personality in the context of online marketing.

• Nuclear Engineering and Technology
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• 제55권6호
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• pp.2026-2033
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• 2023

Due to Thailand's nuclear energy public acceptance problem, the understanding of nuclear energy public perception was the key factor affecting to re-consideration of the nuclear energy program. Thailand Institute of Nuclear Technology and its alliances together developed the classification model for the nuclear energy public perception from the big data comments on social media using Facebook using deep transfer learning. The objective was to insight into the Thailand nuclear energy public perception on Facebook social media platform using sentiment analysis. The supervised learning was used to generate up-to-date classification model with more than 80% accuracy to classify the public perception on nuclear power plant news on Facebook from 2009 to 2022. The majority of neutral sentiments (80%) represented the opportunity for Thailand to convince people to receive a better nuclear perception. Negative sentiments (14%) showed support for other alternative energies due to nuclear accident concerns while positive sentiments (6%) expressed support for innovative nuclear technologies.

• 기술혁신연구
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• 제29권4호
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• pp.125-160
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• 2021

오디오SNS는 기존의 SNS가 개방성을 추구하는 것과 달리, 제한적 속성을 주된 특징으로 한다. 본 연구에서는 가치기반수용모델(VAM)을 기반으로 제한적 속성이 사용자의 오디오SNS 수용에 있어서 어떠한 역할을 하는지 분석하고자 한다. 제한적 속성을 접근 제한성, 소통제한성, 콘텐츠제한성 변수로 정의해 각 변수가 VAM의 핵심 변수를 매개로 인지된 가치와 사용의도에 미치는 영향을 분석한다. 총 207명의 오디오SNS 사용자 및 잠재 사용자의 설문 응답을 토대로 분석한 결과에 따르면 3가지 제한성 변수가 인지된 편익 요소인 유용성과 유희성에 영향을 미치며 사용자의 수용의도에 긍정적인 영향을 미치는 것으로 분석되었다. 본 연구는 가치기반수용모델에 기반한 모형과 새로운 형태의 SNS 성장을 위한 방향성을 제시한다는 점에서 중요한 의의를 지닌다.

• 한국융합학회논문지
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• 제12권12호
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• pp.245-255
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• 2021

본 연구는 위챗 소셜미디어 플랫폼의 사회적, 오락적 요인이 이용자의 몰입과 중독에 어떤 영향을 주는지에 대한 실증 연구이다. 연구자들은 소셜미디어 위챗 이용자들의 중독이 늘어나고 있음에도 불구하고, 기존 소셜미디어 연구가 서비스 품질과 만족도 등에 그치고 있어 이용자의 몰입, 중독에 관한 연구가 필요할 것으로 보았다. 따라서 연구자들은 실증분석을 통하여 위챗 사용의 중독에 이르는 경로를 사회적 요인(사교성, 지불성)과 오락적 요인(오락성, 생활 관련성)으로 설정하고 위챗 이용자 체험이 사용 의도와 만족에 어떻게 영향을 미치는지 고찰하고 이용자의 위챗 몰입과 중독으로 이어지는 경로를 확인하고자 하였다. 연구결과 위챗의 사교성 등 기능적 요인이 인지된 용이성 및 유용성에 영향을 주고, 이에 대한 사용과 만족이후 몰입과 중독에 영향을 주는 것으로 검정되었다. 본 연구의 결과는 향후 소셜미디어의 중독적 사용관련 연구에 새로운 이론적 기반이 될 것으로 기대하고 있다.

• 한국정보시스템학회지:정보시스템연구
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• 제32권1호
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• pp.23-51
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• 2023

Purpose: Live commerce is a new type of electronic commerce in combination with live streaming services. It is expected to increase virtual presence in the context of online shopping by overcoming a lack of social interactions between sellers and buyers which have been raised as a limitation in electronic commerce. Drawing on the studies of communication media, this study examines how live commerce contributes to the increase of virtual presence which consists of telepresence and social presence. Telepresence refers to a buyer's perception that he or she is present at the physical shopping mall during live shopping streaming whereas social presence refers to a buyer's perception of social interaction with a seller which is human warm, social, sensitive, and personal. In this study, we verify key determinants of virtual presence and its consequences. More specifically, this study proposes virtual presence contributes to the increase of buyers' trust in products and further purchase intentions. Furthermore, we verify influential factors of virtual presence from the technical and influencer perspectives of live commerce. Design/methodology/approach: To test the proposed hypotheses, the partial least squares (PLS) analysis is conducted with a total of 250 data collected on users with experience in the TaoBao live streaming shopping platform. Findings: The results show that first, telepresence and social presence are increased by visibility, media richness and attractiveness in the context of live shopping streaming. Second, buyers' trust in product trust and purchase intentions are positively influenced by telepresence and social presence. Finally, buyers' trust in product has a direct, positve effect on their purchase intentions. Overall, the findings offer new insights into the studies of electronic commerce by introducting the concepts of virtual presence and media richness from the literature of communication media in the field of live commerce.

• 유통과학연구
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• 제22권8호
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• pp.109-124
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• 2024

Purpose: This study examines short-platform content that is becoming more popular on social media. This study investigates the relationship between short-form content experience, consumer participation behavior, and consideration set. Furthermore, the mediating effect on empathy factors was confirmed during consumers' experience with short-form content. Data and methodology: Prior studies were reviewed, and hypotheses were developed. Consumers who had watched and shared short-form content within the previous three months were targeted to achieve the study's goal. A structured questionnaire was used to conduct the survey. Results: First, users of short-platform content with practical, playful, and emotional value did not confirm a positive effect on consumer participation behavior. However,short-form content with social value positively impacted consumer participation behavior. Second, consumer participation in short-form content was confirmed to positively affect the consideration set. Third, in terms of the mediating effect of empathy factors, short-platform content with practical, social, and emotional values partially mediates consumer participation behavior, whereas short-platform content with playfulness value completely mediates consumer participation behavior. Conclusions: The results of this study have academic and practical implications for the recent marketing field. In particular, research has been conducted in the field of digital marketing, which has recently changed rapidly.

• 정보과학회 논문지
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• 제43권1호
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• pp.96-105
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• 2016

최근 소셜 네트워크 서비스는 단순히 사용자들의 인맥 관계 형성뿐만 아니라 다양한 형태의 정보를 생성하고 공유하는 개방형 플랫폼으로 변화하고 있다. 기존 사용자 평판 관리 기법은 사용자 프로필, 명시적 관계, 명시적 평가를 기반으로 사용자 신뢰성을 판별하기 때문에 명시적 평가가 잘 이루어지지 않는 소셜 미디어에서 사용자 신뢰성을 판별하기에는 부적합하다. 본 논문에서는 소셜 미디어에 대한 소셜 행위들을 분석하고 명시적인 평가 뿐만 아니라 암시적 평가를 고려한 사용자 평판 관리 기법을 제안한다. 제안하는 기법은 소셜 행위로부터 긍정적 암시적 평가와 부정적 암시적 평가를 도출한다. 또한, 사용자의 전문성을 고려하기 위해 분야별로 사용자 평판 정보를 생성하고 사용자의 영향력을 판단하기 위해 평가에 참여한 사용자들의 수를 반영한다. 이를 통해 명시적 평가가 없는 사용자도 평판 정보를 생성할 수 있도록 하고 소셜 미디어에 더 적합한 사용자 평판 정보를 생성한다.

• 복식문화연구
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• 제26권4호
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• pp.547-562
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• 2018

As social media penetrates more deeply into people's everyday lives, social commerce (a type of commerce that combines SNS features and possibility for commercial transactions) has enjoyed unprecedented growth. Shopping on Facebook is a representative example of social commerce platform that allows consumers to interact with other users, exchange information and purchase products without leaving a Facebook page. Social commerce presents great opportunities for marketers in terms of leveraging social aspects of shopping experience. It also offers a large potential for Korean companies to reach various target markets, as well as establish their presence abroad. Yet, acceptance of social commerce as a legitimate shopping channel has been slow, and consumers are still hesitant to shop via Facebook. This study draws on uses and gratification theory and the concept of perceived risk to examine how different motives for SNS use and the associated types of perceived risks can affect the purchase intention on the platform. Empirical data from 288 young users of Facebook were analyzed. Findings identified two main motives for SNS use: information-related motive and communication-related motive. Information-related motive significantly affected the intention to shop on Facebook, whereas communication-related motive did not have any significant influence. Risks associated with shopping via Facebook included delivery risk, security risk, social risk and economic risk. Overall, consumers perceived a higher level of security and social risk associated with shopping on Facebook. However, only social risk had a significant negative influence on the purchase intention. Awareness and previous experience of buying via social commerce platform positively affected consumers' purchase intention.