• Title/Summary/Keyword: contents rating system

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A Situation-Based Recommendation System for Exploiting User's Mood (사용자의 기분을 고려하기 위한 상황 기반 추천 시스템)

  • Kim, Younghyun;Lim, Woo Sub;Jeong, Jae-Han;Lee, Kyoung-Jun
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.15 no.3
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    • pp.129-137
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    • 2019
  • Recommendation systems help users by suggesting items such as products, services, and information. However, most research on recommendation systems has not considered people's moods although the appropriate contents recommended to people would be changed by people's moods. In this paper, we propose a situation-based recommendation system which exploits people's mood. The proposed scheme is based on the fact that the mood of a user is changed frequently by the surrounding environments such as time, weather, and anniversaries. The environments are defined as feature identifications, and the rating values on items are stored as feature identifications at a database. Then, people can be recommended diverse items according to their environments. Our proposed scheme has some advantages such as no problem of cold start, low processing overhead, and serendipitous recommendation. The proposed scheme can be also a good option as of assistance to other recommendation systems.

Evaluation of Hollywood and Recognition of Audience on Incheon(1981) (영화 <인천>(1981)에 관한 평가와 관객의 인식 양상)

  • Kim, Jong-Guk
    • The Journal of the Korea Contents Association
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    • v.17 no.1
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    • pp.750-758
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    • 2017
  • Korean film actors and staff participated in Incheon(Terence Young, 1981) Hollywood filmmaking workforces had taken in South Korea. According to the dictation of the elders who participated in the making of the film Incheon, through the movie they were able to experience Hollywood film production system and said it had an impact on Korea filmmaking system. It is the reason that this study tracks the historical traces of the almost forgotten film. This article analyzed an expert assessment and recognition of the audience about the film Incheon produced by the Hollywood production system. Expert review was utilized in such press articles and tomes about the actors and staff who participated in the film. Also, the audience rating was analyzed in terms of the recognition at the theater or watching cable TV, Internet etc. Evaluation of expert in Incheon was monotonous but negatively red, I could confirm that the viewers recognized in various ways, rather than evaluated the film.

Local Self-organization Ordinance Analysis for the Abolition of Disability Rating System (장애등급제 폐지를 위한 지방자체단체 조례분석 -장애인복지법상 장애등급을 적용하고 있는 조례를 중심으로-)

  • Kim, Kyong-Ran;Yoon, Sun-Yae
    • The Journal of the Korea Contents Association
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    • v.18 no.8
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    • pp.627-637
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    • 2018
  • The purpose of this study is to develop a plan to improve the status of local autonomous body ordinances applying disability grades according to welfare law for people with disabilities. The results are that First, 215 of the total municipalities applied the disability grade, and 1,071 cases were applied to the disability welfare law. Among them, 60.04% (643 cases) of the ordinance that can be divided into severe (1-3 grade) and mild (4-6 grade) were found, and 39.96% (428 cases). A new service eligibility standard that reflects factors such as the needs of persons with disabilities, social environment, etc. needs to be developed. Second, since the exemption reduction service accounts for more than 40% of all projects, it is necessary to set the standards considering the other standards within the scope of not decreasing the total service amount when revising the ordinance. Based on these results, We will provide important basic data for establishing new service provision criteria to replace the disability level at the local government level.

Recommender System using Implicit Trust-enhanced Collaborative Filtering (내재적 신뢰가 강화된 협업필터링을 이용한 추천시스템)

  • Kim, Kyoung-Jae;Kim, Youngtae
    • Journal of Intelligence and Information Systems
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    • v.19 no.4
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    • pp.1-10
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    • 2013
  • Personalization aims to provide customized contents to each user by using the user's personal preferences. In this sense, the core parts of personalization are regarded as recommendation technologies, which can recommend the proper contents or products to each user according to his/her preference. Prior studies have proposed novel recommendation technologies because they recognized the importance of recommender systems. Among several recommendation technologies, collaborative filtering (CF) has been actively studied and applied in real-world applications. The CF, however, often suffers sparsity or scalability problems. Prior research also recognized the importance of these two problems and therefore proposed many solutions. Many prior studies, however, suffered from problems, such as requiring additional time and cost for solving the limitations by utilizing additional information from other sources besides the existing user-item matrix. This study proposes a novel implicit rating approach for collaborative filtering in order to mitigate the sparsity problem as well as to enhance the performance of recommender systems. In this study, we propose the methods of reducing the sparsity problem through supplementing the user-item matrix based on the implicit rating approach, which measures the trust level among users via the existing user-item matrix. This study provides the preliminary experimental results for testing the usefulness of the proposed model.

The Current State of Domestic and Foreign Virtual Advertising and Revitalization Strategy for Virtual Advertising in Korea ; Centered on Qualitative Research (국내,외 가상광고 현황 및 국내 가상광고 활성화 방안 :질적 연구를 중심으로)

  • Cha, Young-Ran
    • The Journal of the Korea Contents Association
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    • v.19 no.7
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    • pp.199-210
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    • 2019
  • Virtual Advertising, which was introduced exclusively in sports casting programs in 2010, has enlarged its scope to terrestrial TV networks' sports news, entertainment shows, and dramas by 2015. Such advertising deregulation allows broadcasting business operators to insert more various virtual advertising methods into TV programs. Despite recent evaluation that virtual advertising was deregulated to a large degree, it is still inadequate compared to foreign state of affairs and has a lot of room for growth. Therefore, this research explores a literature review of virtual advertising in other countries and considers possible ways for virtual advertising in Korea to move forward. Additionally, through in-depth interview with seven virtual advertising experts, the research unravels positive and negative impacts of virtual advertising as well as its current state of affairs and struggles. This research also analyses the regulation of virtual advertising and finally explores possible revitalization strategies. The results of the research show that it is necessary to first improve the viewers' favorable concerning virtual advertising in order to revitalize virtual advertising. Revitalization will also require a clarification of regulation as well as a more unified and consistent content review and rating system. Furthermore, it is imperative that data of advertising impact will be accessible to advertisers and that advertising regulation will loosen. Revitalization will also require a clarification of regulation as well as a more unified and consistent content review and rating system. Furthermore, it is imperative that data of advertising impact will be accessible to advertisers and that advertising regulation will loosen. It is necessary to further develop new techniques and creators of virtual advertising. The research suggests strategies and alternative paths for the growth and revitalization of the virtual advertising market in light of recently revised law.

Linear Relationship between Terrestrial Advertising Rates and Viewer Ratings (지상파 광고요금과 시청률간의 선형성 분석)

  • Lee, Tae-Hee;Yi, Jae-Kyung;Kim, Myeong-Kyun;Kim, Yong-Min;Kim, Do-Hyeon
    • The Journal of the Korea Contents Association
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    • v.11 no.8
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    • pp.331-341
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    • 2011
  • The study empirically analyses a linear relationship between terrestrial advertising rates and viewer ratings. Consistent with the results of preceding studies, the present study finds a convex relationship between standard advertising rates and viewer ratings. However, after all other sales practices are taken into account, a linear relationship is documented between per-minute advertising revenue and viewer ratings. Absent the exact functional relationship between the two, it is hard to evaluate accurately how efficiently or inefficiently the current GS System has operated, but it tells us that a certain level of market mechanism prevailed within the system. The findings are consistent with the 1 Public-1 Private Media Representative alternative among many alternatives currently sought by the KCC should we accept the premise that the public aspect is as equally important as, if not more important than, the efficiency aspect of terrestrial broadcasting.

The Ontology Based, the Movie Contents Recommendation Scheme, Using Relations of Movie Metadata (온톨로지 기반 영화 메타데이터간 연관성을 활용한 영화 추천 기법)

  • Kim, Jaeyoung;Lee, Seok-Won
    • Journal of Intelligence and Information Systems
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    • v.19 no.3
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    • pp.25-44
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    • 2013
  • Accessing movie contents has become easier and increased with the advent of smart TV, IPTV and web services that are able to be used to search and watch movies. In this situation, there are increasing search for preference movie contents of users. However, since the amount of provided movie contents is too large, the user needs more effort and time for searching the movie contents. Hence, there are a lot of researches for recommendations of personalized item through analysis and clustering of the user preferences and user profiles. In this study, we propose recommendation system which uses ontology based knowledge base. Our ontology can represent not only relations between metadata of movies but also relations between metadata and profile of user. The relation of each metadata can show similarity between movies. In order to build, the knowledge base our ontology model is considered two aspects which are the movie metadata model and the user model. On the part of build the movie metadata model based on ontology, we decide main metadata that are genre, actor/actress, keywords and synopsis. Those affect that users choose the interested movie. And there are demographic information of user and relation between user and movie metadata in user model. In our model, movie ontology model consists of seven concepts (Movie, Genre, Keywords, Synopsis Keywords, Character, and Person), eight attributes (title, rating, limit, description, character name, character description, person job, person name) and ten relations between concepts. For our knowledge base, we input individual data of 14,374 movies for each concept in contents ontology model. This movie metadata knowledge base is used to search the movie that is related to interesting metadata of user. And it can search the similar movie through relations between concepts. We also propose the architecture for movie recommendation. The proposed architecture consists of four components. The first component search candidate movies based the demographic information of the user. In this component, we decide the group of users according to demographic information to recommend the movie for each group and define the rule to decide the group of users. We generate the query that be used to search the candidate movie for recommendation in this component. The second component search candidate movies based user preference. When users choose the movie, users consider metadata such as genre, actor/actress, synopsis, keywords. Users input their preference and then in this component, system search the movie based on users preferences. The proposed system can search the similar movie through relation between concepts, unlike existing movie recommendation systems. Each metadata of recommended candidate movies have weight that will be used for deciding recommendation order. The third component the merges results of first component and second component. In this step, we calculate the weight of movies using the weight value of metadata for each movie. Then we sort movies order by the weight value. The fourth component analyzes result of third component, and then it decides level of the contribution of metadata. And we apply contribution weight to metadata. Finally, we use the result of this step as recommendation for users. We test the usability of the proposed scheme by using web application. We implement that web application for experimental process by using JSP, Java Script and prot$\acute{e}$g$\acute{e}$ API. In our experiment, we collect results of 20 men and woman, ranging in age from 20 to 29. And we use 7,418 movies with rating that is not fewer than 7.0. In order to experiment, we provide Top-5, Top-10 and Top-20 recommended movies to user, and then users choose interested movies. The result of experiment is that average number of to choose interested movie are 2.1 in Top-5, 3.35 in Top-10, 6.35 in Top-20. It is better than results that are yielded by for each metadata.

Major Factors Influencing the Usage Needs for the Adult Guardianship System in Parents of People with Developmental Disabilities (발달장애인 부모의 성년후견제도 이용욕구에 영향을 미치는 요인)

  • Lee, Yong-Pyo;Song, Seung-Yeon
    • The Journal of the Korea Contents Association
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    • v.16 no.6
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    • pp.334-344
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    • 2016
  • The purpose of this research is to investigate usage related predictors to activate Adult Guardianship System of People with Developmental Disabilities. To achieve the purpose of this research, we have analyzed the survey of parents of People with Developmental Disabilities usage needs for Adult Guardianship System which is based on the Andersen's behavioral model. The study utilized data from 2011 Welfare Needs Assessment of Seoul middle and senior-aged Family with Developmental Disabilities, and the analysis method, the study applied used SPSS 22.0, frequency analysis, descriptive statistics analysis, logistic regression analysis. According to the result, the usage needs for Adult Guardianship System increases meaningfully if the parents does not have occupation, and the subject of Adult Guardianship System is male. In income and the social security system wise, the usage needs for Adult Guardianship System show remarkably large rating if the average income is high and the desire to be cared by others is high. But in case of People with Developmental Disabilities, communication skills, the degree of disability, burden of caring does not have effect on the usage needs for Adult Guardianship System. The conclusion for this research is, first, to activate vigorous usage of Adult Guardianship System, the government intervention is required. Second, the following study is needed to explain to the concept of the needs caring by others and the cultural factors relating to the usage needs for Adult Guardianship System.

A Comparative Study Between the Approved Maintenance Organizations for MROs of FAA and EASA (FAA와 EASA의 MRO 조직인증제도에 대한 비교연구)

  • Kim, Jo-Bok;Lee, Jin;Hurr, Hee-young
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.25 no.3
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    • pp.123-134
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    • 2017
  • In order to advance into the MRO industry, the Aviation maintenance organization with suitable for the standards for personnel, facilities and operations should be first approved by FAA and EASA. The purpose of study is designed to arrange the standards required for personnel, facility, operation rule for approval of Repair Station maintenance organizations certified by FAA PART 145 of the US Federal Aviation Regulation. Also to consider the following differences through the comparative analysis with domestic AMO certification of the information in the Management, Maintenance Process, and Quality System for approval of maintenance organization authorized, the additional EASA PART 145. As a comparative analysis on maintenance organization certification in the country between FAA and EASA, this study could show us that domestic maintenance organization, certified manual contents are used by applying just many of the FAA system. And we could know that as part of the EASA maintenance organization certification process, airmen personnel were relatively systematically segmented and controlled. For domestic maintenance organization certification, operational as policy implications we would like to present policy implications such as the implication of rating system of Aviation Mechanic License like EASA, the financial support of the training center to resolve the shortage of the FAA or EASA license holders, operational organization as "CAMO" for systematic aviation mechanic certified system should be required, continued construction of hangar or MRO for airworthiness repair under Governmental support, and varied application of DER system from FAA accordingly.

The Germination, Cover View and Root Potential Properties of Plants within CSG Planting Block by Mixture Seeding (혼합파종에 따른 CSG 식생 블록 내 식물의 발아, 피복도 및 근계력 특성)

  • Kim, Young-Ik;Yeon, Kyu-Seok;Kim, Yong-Seong
    • Journal of The Korean Society of Agricultural Engineers
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    • v.52 no.4
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    • pp.63-71
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    • 2010
  • This study was performed to evaluate the planting properties and root potential of planting block with mixing seeding of herbaceous plants and cool-season grasses in CSG blocks manufactured by cemented sand and materials (CSG) in order to develop environmentally friendly CSG block applied revegetation. Five types of CSG mix designs with cement contents were determined, and the mechanical properties of CSG materials were studied experimentally. To analyze growth properties of plants within CSG block, germination ratio, visual cover, plant height and root potential were measured in four weeks and eight weeks after seeding. The germination regardless mixture seeding of plants and CSG mixproportions started within 4 ~ 7 days after seeding and the germination ratio were in the range of 60 ~ 65 %. The visual cover of kinds of plants evaluated by visual rating system were in the range of 6 ~ 8 in case of seeding the species of cool-season grasses and were in the range of 4 ~ 6 in case of seeding the species of herbaceous plants in four weeks after seeding. The root potential of CSG block with the species of cool-season grasses and herbaceous plants were in the range of $5.7{\times}10^{-3}{\sim}7.7{\times}10^{-3}$ MPa and $2.3{\times}10^{-3}{\sim}6.7{\times}10^{-3}$ MPa in eight weeks after seeding, respectively.