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A Study on Automated Fake News Detection Using Verification Articles (검증 자료를 활용한 가짜뉴스 탐지 자동화 연구)

  • Han, Yoon-Jin;Kim, Geun-Hyung
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.12
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    • pp.569-578
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    • 2021
  • Thanks to web development today, we can easily access online news via various media. As much as it is easy to access online news, we often face fake news pretending to be true. As fake news items have become a global problem, fact-checking services are provided domestically, too. However, these are based on expert-based manual detection, and research to provide technologies that automate the detection of fake news is being actively conducted. As for the existing research, detection is made available based on contextual characteristics of an article and the comparison of a title and the main article. However, there is a limit to such an attempt making detection difficult when manipulation precision has become high. Therefore, this study suggests using a verifying article to decide whether a news item is genuine or not to be affected by article manipulation. Also, to improve the precision of fake news detection, the study added a process to summarize a subject article and a verifying article through the summarization model. In order to verify the suggested algorithm, this study conducted verification for summarization method of documents, verification for search method of verification articles, and verification for the precision of fake news detection in the finally suggested algorithm. The algorithm suggested in this study can be helpful to identify the truth of an article before it is applied to media sources and made available online via various media sources.

A Fuzzy-AHP-based Movie Recommendation System using the GRU Language Model (GRU 언어 모델을 이용한 Fuzzy-AHP 기반 영화 추천 시스템)

  • Oh, Jae-Taek;Lee, Sang-Yong
    • Journal of Digital Convergence
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    • v.19 no.8
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    • pp.319-325
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    • 2021
  • With the advancement of wireless technology and the rapid growth of the infrastructure of mobile communication technology, systems applying AI-based platforms are drawing attention from users. In particular, the system that understands users' tastes and interests and recommends preferred items is applied to advanced e-commerce customized services and smart homes. However, there is a problem that these recommendation systems are difficult to reflect in real time the preferences of various users for tastes and interests. In this research, we propose a Fuzzy-AHP-based movies recommendation system using the Gated Recurrent Unit (GRU) language model to address a problem. In this system, we apply Fuzzy-AHP to reflect users' tastes or interests in real time. We also apply GRU language model-based models to analyze the public interest and the content of the film to recommend movies similar to the user's preferred factors. To validate the performance of this recommendation system, we measured the suitability of the learning model using scraping data used in the learning module, and measured the rate of learning performance by comparing the Long Short-Term Memory (LSTM) language model with the learning time per epoch. The results show that the average cross-validation index of the learning model in this work is suitable at 94.8% and that the learning performance rate outperforms the LSTM language model.

Studies on Korean Digital Fantasy Film -Genealogy, Case, and Social Meaning (한국 디지털 판타지 영화 연구 -계보, 표본, 그리고 사회적 의미)

  • Kim, Chung-Kang
    • Journal of Popular Narrative
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    • v.26 no.1
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    • pp.41-76
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    • 2020
  • Recently, the cinema industry faced a crisis on the rise of various media platforms such as Netflix, Amazon Prime, IPTV, and Kakao Page. The rate of film release in the theater has become ever shorter, and the secondary consumption of film through IPTV, tablet, PC, or mobile has seen a drastic increase. In the midst of this new media-geography, the most significant change in recent years would be the rise of the 'fantasy film' genre. This paper explores the conditions and characteristics of fantasy films in the way in which the genre has been constituted, and delves into particular aspects that its contents contain. This is an attempt to understand the sociology of the birth of a new genre. In this process, this paper will ask two frequently raised questions in regard to this genre. The first is to ask whether we can discern fantasy from reality, and the second is to examine whether the fantasy genre implicates certain social subversion. These two questions aim to discover how fantasy forms a relationship with reality and what this means. To do so, this paper will trace the genealogy of the fantasy film genre in Korea and analyze recent big hits such as the series as the model case of digital fantasy film. Through this exploration, this paper will be able to provide a new sociology of the fantasy film production and consumption in the 21st century Korea.

A Study on the Evaluation and Improvement of Accessibility in Korean Online e-Journal (국내 온라인 학술지의 접근성 평가 및 개선에 관한 연구)

  • Boseong, Jang
    • Journal of the Korean Society for Library and Information Science
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    • v.56 no.4
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    • pp.161-180
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    • 2022
  • This study aims to improve the accessibility of websites that can search for online e-journals and check the original text, and the accessibility of web contents in the form of article papers. In order to publish online e-journals in Korea, article contribution management system is used, and services are provided through public or private academic DB companies. There was no content related to accessibility in the publishing and editing stage of online e-journals. In the case of foreign countries, objective to comply with Level AA of WCAG 2.1 to improve accessibility of websites and web content. In addition, the level of accessibility of academic journals is guided through VPAT. In order to improve access to web content in online journals, Accessibility matters are added to the academic society's editorial and publication regulations. Accessibility education should be provided to journal editors. Accessibility checklists should be developed and researchers should verify themselves. To improve the accessibility of online e-journals to websites, For equal use, various convenience functions should be provided when using the website. It guides the accessibility function to the article contribution management system. Each academic and academic DB company should be required to submit a Korean VPAT.

Exploring life in a public welfare housing for older adults using Stake's case study methodology (Stake식 질적 사례연구 방법을 통해 살펴본 어느 공공 노인복지주택에서의 삶에 관한 연구)

  • Kim, Yujin
    • 한국노년학
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    • v.40 no.1
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    • pp.51-72
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    • 2020
  • The purpose of this study is to understand the experiences of older adults living in the public welfare housing for the elderly and to examine what kind of this housing is as the housing alternative. Through the Robert Stake's intrinsic case study, it explored how older residents experienced this place, and how the relationships between residents, office workers, and community had been in the process, and what kind of issues were there. Various kinds of data, such as resident surveys, participant observations, interviews with 76 elderly residents and 4 office workers, and related newspaper articles, were analyzed using the thematic analysis method and methods suggested by Stake(1995). The results are presented as follows. First, it looked at who lived here and explored what was happening in this place where people of various backgrounds were gathered. Second, four types of life could be seen centering on the social relationship and daily life of older adults. Third, this study examined how the various ways of life were related to the main reasons for moving in here, and summarized how the residents perceived this place. The fourth and the fifth examined the relationships and dynamics among older residents, with office workers, and with the community, focusing on the two issues most commonly mentioned by residents. The results of this study show that, as a living organism, the interaction between the systems affects not only the culture of the housing, but also the lives of older adults. In particular, it can be seen how the perceptions of the practitioners are affecting the lives of the elderly. Based on the results of the study, further considerations were discussed.

Family Members' Caregiving Experience for Middle-aged and Elderly Breast Cancer Survivors at Early Stages (중·고령 초기 유방암 생존자를 돌보는 가족의 경험)

  • Park, So-Young;Park, Hyangkyung;Koo, Hyang Na;Baek, Jung Yun;Noh, Eunjeong
    • 한국노년학
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    • v.40 no.1
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    • pp.111-130
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    • 2020
  • This qualitative study aims to understand family members' caregiving experience for middle-aged and elderly breast cancer survivors at early stages. A total of four families of breast cancer survivors were given focus group interviews(FGI), and an additional family was interviewed individually. The thematic analyses of the FGI and individual in-depth interview discussions revealed the following four themes: first, day-to-day feelings like walking on thin ice (entangled emotions with each treatment stage, regret of watching a survivor's pain, fear of recurrence and death, concerns of changes in family relationships, and various feelings experienced as a daughter), second, caregiving has become a mainstay in my life (unfamiliar and unskilled care, losing my life), third, beginning to recover and different experiences between a survivor and a family caregiver (not understanding a survivor's pain from the abyss, forgetting that the survivor is still a cancer patient and that treating him or her casually), and fourth, moving forward (hope that things will be better, taking care of myself to prevent exhaustion). Based on the results of this study, we proposed social welfare services and policy measures to reflect the psychosocial needs of family caregivers of breast cancer survivors and support family caregivers during the care process.

Personalized Clothing and Food Recommendation System Based on Emotions and Weather (감정과 날씨에 따른 개인 맞춤형 옷 및 음식 추천 시스템)

  • Ugli, Sadriddinov Ilkhomjon Rovshan;Park, Doo-Soon
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.11
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    • pp.447-454
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    • 2022
  • In the era of the 4th industrial revolution, we are living in a flood of information. It is very difficult and complicated to find the information people need in such an environment. Therefore, in the flood of information, a recommendation system is essential. Among these recommendation systems, many studies have been conducted on each recommendation system for movies, music, food, and clothes. To date, most personalized recommendation systems have recommended clothes, books, or movies by checking individual tendencies such as age, genre, region, and gender. Future generations will want to be recommended clothes, books, and movies at once by checking age, genre, region, and gender. In this paper, we propose a recommendation system that recommends personalized clothes and food at once according to the user's emotions and weather. We obtained user data from Twitter of social media and analyzed this data as user's basic emotion according to Paul Eckman's theory. The basic emotions obtained in this way were converted into colors by applying Hayashi's Quantification Method III, and these colors were expressed as recommended clothes colors. Also, the type of clothing is recommended using the weather information of the visualcrossing.com API. In addition, various foods are recommended according to the contents of comfort food according to emotions.

A Study on the Effect of Emotional Labor Experienced by Local Public Library Staffs on Job Satisfaction and Organizational Commitment: The Case of Three Regional Public Libraries in Gyeonggi-do (지자체 공공도서관 직원의 감정노동이 직무만족 및 조직몰입에 미치는 영향에 관한 연구 - 경기도 3개 지역 공공도서관을 중심으로 -)

  • Park, Jin-Hee;Kim, Hyo-Suk
    • Journal of Korean Library and Information Science Society
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    • v.53 no.3
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    • pp.405-429
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    • 2022
  • This study investigated the differences in emotional labor, job satisfaction, and organizational commitment by job type, and the effect of emotional labor on job satisfaction and organizational commitment for public library employees. Using SPSS 27.0, the survey contents were performed frequency analysis, factor analysis, validity analysis, reliability analysis, correlation analysis, and multiple regression analysis. As a result of the study, it was found that the librarianship experienced more emotional labor than non-librarians, and the frequency of emotional labor increased depending on whether or not the civil service was included, and had a negative effect on overall job satisfaction and job condition satisfaction. However, in the case of psychological response to job satisfaction, library data work was found to be high. In terms of user service, emotional labor that occurs in librarians' work has two sides, which can have both positive and negative effects on the librarian's job satisfaction and organizational commitment. Therefore, practical measures to reduce the frequency and emotional dissonance of emotional labor and increase the diversity of emotional labor should be included in the user response manual and future mental health promotion program development.

A Study on the Development of the School Library Book Recommendation System Using the Association Rule (연관규칙을 활용한 학교도서관 도서추천시스템 개발에 관한 연구)

  • Lim, Jeong-Hoon;Cho, Changje;Kim, Jongheon
    • Journal of the Korean Society for information Management
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    • v.39 no.3
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    • pp.1-22
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    • 2022
  • The purpose of this study is to propose a book recommendation system that can be used in school libraries. The book recommendation system applies an algorithm based on association rules using DLS lending data and is designed to provide personalized book recommendation services to school library users. For this purpose, association rules based on the Apriori algorithm and betweenness centrality analysis were applied and detailed functions such as descriptive statistics, generation of association rules, student-centered recommendation, and book-centered recommendation were materialized. Subsequently, opinions on the use of the book recommendation system were investigated through in-depth interviews with teacher librarians. As a result of the investigation, opinions on the necessity and difficulty of book recommendation, student responses, differences from existing recommendation methods, utilization methods, and improvements were confirmed and based on this, the following discussions were proposed. First, it is necessary to provide long-term lending data to understand the characteristics of each school. Second, it is necessary to discuss the data integration plan by region or school characteristics. Third, It is necessary to establish a book recommendation system provided by the Comprehensive Support System for Reading Education. Based on the contents proposed in this study, it is expected that various discussions will be made on the application of a personalization recommendation system that can be used in the school library in the future.

The Analysis of Professional Education Needs for the Competencies of Occupational Therapists in Cognitive Rehabilitation: Focusing on the Professors in Occupational Therapy Departments of Universities/Colleges in Korea (작업치료사의 인지재활 직무역량에 대한 교육요구도 분석: 국내 대학 작업치료(학)과 교수자를 중심으로)

  • Hong, Seung-Pyo;Lee, Hee-Ryoung;Han, Dae-Sung;Ju, Yu-Mi;Kim, Young-Geun
    • Therapeutic Science for Rehabilitation
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    • v.12 no.3
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    • pp.45-59
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    • 2023
  • Objective : This study aims to identify the status of education in cognitive rehabilitation (CR) in occupational therapy departments of Korean universities/colleges and to analyze the educational needs for professional competencies. Methods : This study was conducted by distributing a questionnaire to professors. The questionnaire extracted items related to professional competencies from the results of a previous Delphi study. A total of 39 respondents from 32 (51.6%) of 62 universities/colleges were analyzed. The questionnaire analysis was conducted using Excel 2010 and SPSS 18.0 to analyze the Borich requirements and the priority of education through the Locus for focus model. Results : The priority of competency in CR was followed by "clinical reasoning ability to explain cognitive problems from the occupational performance perspective", "ability to manage insurance billing for CR", "ability to establish a CR plan based on outcome evaluation", "ability to perform occupation-oriented CR", and "ability to solve problems that occur during CR evaluation and intervention". In the Locus for focus model, items such as occupation-based cognitive assessment, intervention, and skills for documentation were high priorities for education. Conclusion : This study is expected to reflect educational competencies for CR and establish a plan for CR specialists through continuing education.