• Title/Summary/Keyword: Instagram

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A Collaborative Filtering-based Restaurant Recommendation System using Instagram-Post Data (인스타그램 포스트 데이터를 이용한 협업 필터링 기반 맛집 추천 시스템)

  • Jeong, Hanjo;Song, Eunsu;Choi, Hyun-Seung;Park, Won-Jeong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2020.07a
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    • pp.279-280
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    • 2020
  • 최근 소셜 미디어로 이름을 알린 이색 카페와 맛집을 찾아다니는 문화가 확산되는 추세이다. 블로그 포털 검색을 통해 찾아본 맛집은 광고성 게시물이 많아서 신뢰도가 떨어지고, 맛집 관련 게시물 수가 많아서 모든 게시물들을 수동으로 읽기는 불가능하다. 본 논문에서는 사용자들이 선호해서 자발적으로 공유하는 신뢰도 높은 인스타그램의 맛집 포스트 데이터를 이용하여 아이템 기반의 협업 필터링(Item-based Collaborative Filtering) 기법을 통해 사용자의 취향에 맞고 선호할 만한 맛집을 자동으로 추천해주는 알고리즘 및 시스템을 소개한다.

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Digital Fashion Image Aura represented in the Burberry Instagram (버버리 인스타그램에 나타난 디지털 패션이미지 아우라)

  • Suh, Sungeun
    • Journal of the Korean Society of Costume
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    • v.67 no.3
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    • pp.115-132
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    • 2017
  • This study recognizes the importance of the social network platform as a new fashion media, and analyzes the significance of various digital fashion images, based on the 'Aura' theory of Walter Benjamin. The concept of "Disappearance of Artistic Aura" can be summarized into three discussions: 1) the change in the way of artistic perception, which is changes in value from worship to exhibition. 2) the change in the way of artistic acceptance, from personal to mass. 3) the emergence of new artistic concepts such as camera and film. By reviewing characteristics of the $21^{st}$ digital replication era, the study tried to discover and evaluate the expanded significance of the 'Aura' represented on digital fashion images, which are infinitely generated, modified, reproduced, transmitted, and shared in social network environments. The 'Burberry Instagram' was chosen as the subject of the study. The study reviewed around 2,500 images, which were uploaded from February 2011 to July 2016, and selected 200 images deemed the most representative of Burberry, and categorized and analyzed by the extended concept of 'Aura'. The study results as follows: First, the 'Aura' in digital fashion image appearing on social network platforms signifies the expansion of product value in fashion, and it also represents inherited traditions and modernization of images. Second, it also signifies the democratization and globalization of fashion through the open replication and sharing as well as the interaction of criticism and acceptance. Third, it signifies the personalized taste and fashion as everyday lifestyle, through personalized services, securing playful space, and real-time updates.

A Study on the Image Types and User's Preference on Image-based Fashion Curation of Domestic and Foreign SPA Brands (국내·외 SPA 브랜드의 이미지 기반 패션 큐레이션 이미지 유형 및 이용자의 이미지 선호에 관한 연구)

  • Kim, Ji U;Oh, Kyung Wha
    • Fashion & Textile Research Journal
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    • v.18 no.4
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    • pp.477-488
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    • 2016
  • This study classified and analyzed the types of images posted on official accounts operated by domestic and foreign SPA brands on Instagram and Pinterest, which are image-based fashion curations, and performed a survey on preferred image types in the fashion curations of SPA brands. It aims to induce active apparel purchasing behavior of consumers through the suggestion of image types about fashion curations for effective communication between fashion brands and consumers. The survey to targets the 20s and 30s was carried out from October 23, 2015 until November 22 and conducted factor analysis, paired t-test. The above images were classified into four types based on previous studies: product images, brand images, lifestyle images, multiple images. The results of the survey were also divided into four factors in line with the classification of image types. Generally, foreign SPA brands(H&M, Uniqlo, Zara) used image-based fashion curation services more frequently than domestic SPA brands(8Seconds, Mixxo, Spao, Tngt). The analysis of image types in the fashion curations of SPA brands showed that product images accounted for the highest proportion of images used in the official accounts of SPA brands. However, the comparison of averages on the preferred image types of survey respondents showed that the users who had once visited the official accounts of SPA brands on Instagram and Pinterest preferred in the order of lifestyle information > product information > brand information > multiple information provided by SPA brands, which was statistically significant.

Comparison the Difference of User Experience for Mobile Facebook and Instagram Using Nonparametric Statistics Methods -Focused on Emotional Interface Model- (비모수적 통계방법을 이용한 모바일 페이스북과 인스타그램의 사용자 경험 차이 비교 -감성인터페이스 모형을 중심으로-)

  • Ahn, Ji-Hyun;Kim, Seung-In
    • Journal of Digital Convergence
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    • v.14 no.11
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    • pp.481-488
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    • 2016
  • This study is about comparing the mobile user experience of Facebook and Instagram which are most often used among the recent SNSs by the people in their 30s and under. This study analyzed the user experience level after dividing the user experience factors through the Creating Pleasurable Interfaces model, and suggested the mean analysis as well as the result of Wilcoxon rank test which is a nonparametric statistics method. As a result of study, the Display information visually factor in functional factor and the configuration of the main page in convenient factor were a statistically significant difference in the mobile user experience of Facebook and Instagram. It is expected that this study may help seeking the user experience factors to be promoted preferentially in a competitive situation through the statistical comparative evaluation of the experience of two SNS users.

The influence of Instagram's posts information attributes on acceptable intentions and word of mouth effect: focusing on college student in South Korea and the United states (인스타그램의 게시글 정보특성과 수용의도 및 구전효과의 영향관계 연구: 한국, 미국 대학생을 중심으로)

  • Park, Se-June;Cho, Seung-Ho
    • Journal of Digital Convergence
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    • v.13 no.9
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    • pp.115-128
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    • 2015
  • As generation of Web 2.0 comes in, enormous information of corporation from various platform are being produced. However, corporations should understand features of each platform and appropriate strategies in order to attract the public in the midst of such flood of information. Numerous studies have been conducted regarding SNS which has grown rapidly in recent but a study relating a specific medium is relatively in short. So this study analyzed how information of Instagram bulletin board is accepted in perspective of consumer in Korean and America, We examined the relationship between intention of acceptance and Word Of Mouth effect through meditating effect of information usefulness. To answer the research question, we conducted online survey with Korean and USA college students. The result showed that usefulness of the information was shown to the major intermediary variable between the information characteristics of bulletin board and the intention of acceptance intention and Word Of Mouth(WOM).

Automatic Tagging for Social Images using Convolution Neural Networks (CNN을 이용한 소셜 이미지 자동 태깅)

  • Jang, Hyunwoong;Cho, Soosun
    • Journal of KIISE
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    • v.43 no.1
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    • pp.47-53
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    • 2016
  • While the Internet develops rapidly, a huge amount of image data collected from smart phones, digital cameras and black boxes are being shared through social media sites. Generally, social images are handled by tagging them with information. Due to the ease of sharing multimedia and the explosive increase in the amount of tag information, it may be considered too much hassle by some users to put the tags on images. Image retrieval is likely to be less accurate when tags are absent or mislabeled. In this paper, we suggest a method of extracting tags from social images by using image content. In this method, CNN(Convolutional Neural Network) is trained using ImageNet images with labels in the training set, and it extracts labels from instagram images. We use the extracted labels for automatic image tagging. The experimental results show that the accuracy is higher than that of instagram retrievals.

The Response of Domestic Virtual Influencer'S Instagram Audience (국내 버츄얼 인플루언서의 인스타그램 수용자 반응)

  • Han, Ki-Hyang
    • Journal of Digital Convergence
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    • v.19 no.11
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    • pp.471-483
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    • 2021
  • The purpose of this study is to find out audience' response of virtual influencer at the starting line of virtual influencer marketing. Therefore, posts, comments, number of likes, and video reviews were collected from Instagram of virtual influencers active in Korea. Python 3.7 and Textom were used for data collection and analysis. Sentimental analysis showed that the rate of positivity was higher than the rate of negativity and neutrality. The appearance of virtual influencer was found to be a major factor in both positive and negative. Consumers' interest in virtual influencer could be inferred from the neutral sensibility. This study is meaningful in that it presented data to help establish strategies for virtual influencer marketing by examining consumer reactions to virtual influencer and identifying factors of positive and negative emotions toward virtual influencer.

The Effect of Sustainable Fashion Brand's Advertising Color and Expression on Consumers' Emotions and Perceptions - Focus on Instagram - (지속가능 패션 브랜드 광고의 색채와 표현형식이 소비자의 감정과 인식에 미치는 영향 - 인스타그램 중심으로-)

  • Jiang, Wei;Ko, Eunju;Chae, Heeju
    • Fashion & Textile Research Journal
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    • v.21 no.4
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    • pp.432-451
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    • 2019
  • Companies and brands that practice sustainability pay attention to New Media due to its ability to build a sustainable relationship between companies and consumers. The need for research on specific roles, characteristics, and social media effects on eco-friendly advertising has had rapid growth in marketing programs for sustainable activities especially shown through social media. Information about sustainable fashion has spread to consumers through social media, and multifarious efforts have been made to attract the attention of youth. Despite the dramatic increase in eco-friendly marketing through social media as a part of sustainability, there is a lack of research on the major influences of emotional factors such as ad color and expression in social media. In this context, it is meaningful to identify relationships between emotional responses, advertising value and consumer behavior of sustainable fashion brands in Instagram and implement a suitable advertising type (color vs expression) for consumers. We used 366 responses for the final analysis. Data were analyzed by factor analysis, structural equation modeling using SPSS 18.0 and AMOS 18.0. The results of this study suggest that emotional responses, advertising value have a significant effect on the flow. This study expands on a previously limited research field by verifying consumer responses to image advertising on Instagram, rather than general sustainable fashion marketing. The study results also provide meaningful implications for a relation formation between customers and fashion brands vis-${\grave{a}}$-vis sustainable social media marketing.

Social media impact in the Match: A survey of current trends in the United States

  • Steele, Thomas N.;Galarza-Paez, Laura;Aguilo-Seara, Gabriela;David, Lisa R.
    • Archives of Plastic Surgery
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    • v.48 no.1
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    • pp.107-113
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    • 2021
  • Background Applicants to integrated plastic and reconstructive surgery (PRS) residency in the United States spend exorbitant amounts of time and money throughout the interview process. Outside of first-hand experience through a visiting rotation, applicants utilize various resources in learning about a program. Today's applicants are "Millennials," the demographic cohort raised during the information age and proficient with digital technology. The authors evaluated whether programs have a presence on social media, and whether applicants are following these accounts. Methods An online survey was sent to applicants to a single integrated plastic surgery program evaluating basic demographics, social media utilization, and sources of information accessed throughout the residency application process. A manual search of popular social media platforms (Instagram, Facebook, and Twitter) was performed in October 2019. Accounts affiliated with integrated PRS programs were identified and analyzed. Results Eighty-four of 222 applicants (37.8%) completed the survey. Ninety-six percent of applicants were within the Millennial demographic. Ninety-six percent of applicants had some form of social media presence, with Facebook (90%) and Instagram (87%) being the most popular platforms. Seventy-three percent of applicants reported following a PRS residency social media account. As of October 2019, 59 integrated residency programs (73%) have active Instagram accounts. Conclusions Applicants still rely on the program website when researching potential residencies, but social media is being rapidly adopted by programs. Program social media accounts should be used as a dynamic form of communication to better inform applicants of program strengths and weaknesses.

The Characteristics of Fashion Flex on Social Media (소셜 미디어 속 패션 플렉스(Flex) 현상의 특성)

  • Park, Juha;Chun, Jaehoon
    • Fashion & Textile Research Journal
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    • v.23 no.1
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    • pp.31-43
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    • 2021
  • This study analyzes the characteristics of fashion flex, which have recently spread on social media. The study was conducted with big data analysis that derived flex keywords from news articles and social media as well as case studies that collected 136 posted images on Instagram to analyze the content. The meaning of flex was positively accepted based on big data results. Flex was also a buzzword frequently used on social media as well as a symbolic meaning when discussing luxury goods or fashion brand experiences. The characteristics of fashion flex in social media were largely divided into three categories. First, conspicuous consumption is considered an active expression of individual fashion tastes or self-oriented consumption and emphasizes individuality through consumption. The second characteristic is that the public actively participates in events or fashion flex challenges. People use similar fashion styles or products to participate in playful social interactions with others using various Instagram functions. Finally, acts of pursuing psychological well-being in social media were used as the term flex in a broad sense and were shown to actively explore fashion-related materials and experiences for individual happiness. This study found that the meaning of existing conspicuous consumption is transforming into positive consumption, such as the expression of taste-based identity or the seeking of fun and psychological well-being. It is also meaningful that fashion has become an effective means to express individuality and taste in expressing flex.