• Title/Summary/Keyword: Contents category

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Category Factor Based Feature Selection for Document Classification

  • Kang Yun-Hee
    • International Journal of Contents
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    • v.1 no.2
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    • pp.26-30
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    • 2005
  • According to the fast growth of information on the Internet, it is becoming increasingly difficult to find and organize useful information. To reduce information overload, it needs to exploit automatic text classification for handling enormous documents. Support Vector Machine (SVM) is a model that is calculated as a weighted sum of kernel function outputs. This paper describes a document classifier for web documents in the fields of Information Technology and uses SVM to learn a model, which is constructed from the training sets and its representative terms. The basic idea is to exploit the representative terms meaning distribution in coherent thematic texts of each category by simple statistics methods. Vector-space model is applied to represent documents in the categories by using feature selection scheme based on TFiDF. We apply a category factor which represents effects in category of any term to the feature selection. Experiments show the results of categorization and the correlation of vector length.

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Analysis for Typicality of the Leading Brand by Evaluation of Brand Personality (브랜드 개성 평가를 통한 선도브랜드의 전형성 분석 연구)

  • Park, Pumsoon
    • The Journal of the Korea Contents Association
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    • v.18 no.3
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    • pp.568-577
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    • 2018
  • This study investigated the typicality of the leading brand in a specific product category through comparison of personality evaluation. Measuring scales for brand personality was also used to measure the product category's personality which consumers expected generally. By pre-test, an instant coffee category was selected for product category. In the instant coffee category, three brands-'kanu', 'looka', and 'supremo'-were analyzed for this study. As a result, it was found that the leading brand, kanu had the typicality for the instant coffee category. Kanu had the same dimensions of brand personality, which were sincerity, competence, success, and sophistication, as the instant coffee product category had. Comparatively, looka had just three personalities -competence, sincerity, and sophistication-which were similar to personalities in the product category. And, supremo had only two personalities-sophistication and competence-which were similar to personalities in the instant coffee category.

A Qualitative Study on the Experience of Visually Impaired Researchers in the Acquisition and Use of Scholarly Contents (시각장애 연구자의 학술정보 획득 및 활용 경험에 관한 질적 연구)

  • Bak, Seongeui;Shim, Wonsik
    • Journal of Korean Library and Information Science Society
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    • v.48 no.1
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    • pp.161-189
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    • 2017
  • The purpose of this study is to describe the experience of visually impaired academic researchers' use of scholarly contents and to explore intrinsic nature of the experience. In-depth interview was conducted with a total number of twelve visually impaired academic researchers and the data were analyzed using Colaizzi's phenomenological research method. A total of 107 significant statements were extracted, divided into 44 themes and 12 theme clusters. The statements were then classified into four categories. The 'scholarly contents acquisition and use' category has to do with difficulties that these experience when negotiating with internet sites with poor web accessibility and full-text availability. The 'changes in perception and emotions' category deals with transitions in perception and mood experienced by visually impaired academic researchers' over time. The 'relationships with support personnel' category includes issues related with the difficulty of securing support person, support person's inadequate level of competence, and establishing/sustaining personal relationships. Finally, the 'improvement requirements' category includes issues that these researchers want resolved with regard to contents acquisition and use.

Identifying the Main Price Ranges of Online Product Category (온라인 상품 카테고리 내 주요 가격대 식별)

  • Kim, Jun Woo;Im, Kwang Hyuk
    • The Journal of the Korea Contents Association
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    • v.12 no.12
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    • pp.733-741
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    • 2012
  • In recent, many consumers visit the online shopping malls or price comparison sites to collect the information on the product category that they are interested in. However, the volumes of the data provided by such web sites are often too enormous, and significant number of consumers have trouble in making purchase decision based on the plethora of products and sellers. In this context, modern online shopping agents need to process the retrieved information in more intelligent way before providing them to the users. This paper proposes a novel approach for identifying the main price ranges hidden in a single product category. To this end, the price of an item in the category is represented as a row vector and k-means clustering analysis is applied to the price vectors to produce the clusters that consists of the product items with similar price vectors. Then, the main price ranges of the product category can be identified from the result of clustering analysis. In general, the price is one of the most important factors in the consumers' purchase decision, and the identified main price ranges will be helpful for the online shoppers to find appropriate items effectively.

Study on the Image of Gyeonggi-do Governor Lee Jae Myeong through Q-methodology (이재명 경기도지사의 이미지에 대한 연구 : Q방법론적 접근)

  • Ahn, Lee-Su
    • The Journal of the Korea Contents Association
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    • v.18 no.11
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    • pp.306-316
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    • 2018
  • This research studies voter's value and attitude reflected by the politician's overall image and scrutinizes the separate structures of the voters' subjectivity on the matter. Objective of the research is to explain the influence that exercises on voters' political actions through this procedure. On this research, there were 32 Q samples that are selected, and they were categorized by a pool of 20 people. Result showed total of 3 different categories of cognition patterns towards Gyeonggi-do Governor Lee Jae Myeong. Of the 3 categories, category 1 (N=4) was a reformer with apparent principles and initiatives, category 2 (N=12) was an efficient tactician with executive ability, and the last category 3 (N=4) was a populist that strives to achieve his political ambition. Opinion of the samples in the first category was that Governor Lee is the right guy for demolishing the barrier between vested class and the non-vesting in the society. Voters in the second category showed expectation for Governor Lee's executive policies that satisfy the voters, given his abilities proven while he was in mayor's office for Seongnam city. People in the pool of category 3 worried that Governor Lee is busy increasing his approval rating and popularity by asserting unrealistic opinions and impractical policies.

The Study on Classification System of Sport Culture Contents for Korea's Cultural Competitiveness (문화경쟁력 제고를 위한 스포츠 문화콘텐츠 분류체계 정립)

  • Lee, Soo-Yeon
    • 한국체육학회지인문사회과학편
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    • v.55 no.2
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    • pp.111-121
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    • 2016
  • The purpose of this study was to establish a classification systems of sport culture contents for enhancing cultural competitiveness. The main research method for this was the Delphi survey based on the literature. Through a literature review, the definition of sport cultural contents and the classification system of major industrial countries were analyzed. The Delphi survey by a panel of 25 was conducted over a two-round. The results were as follows: first, the sport culture contents includes an artistic creativity, which have a working form that enables delivery to the public and organizing sports activities, and classify as a technology for high value-added content and services. Second, the 'culture' for the large category item, which include the cultural heritage and culture art. The 'media' recognize the importance of temporal concepts with traditional media and it was classified as new media. In the case of items in the large category 'events' are classified as national and international sporting events and festivals, the 'services' main category item is divided into social, care, educational services. Finally, the 'others' includes such as copyrighted items.

Study of Contents Development of Information Literacy with Delphi Survey (델파이 조사를 이용한 정보활용능력 교육 항목 개발 연구)

  • Lee, Hyun-Sil
    • Journal of the Korean Society for Library and Information Science
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    • v.38 no.1
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    • pp.303-322
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    • 2004
  • In this study, I worked on necessary contents for Information Literacy of Korean universities by Delphi Method. The survey resulted in 100 necessary contents in five categories and each category presents average points and ranks of importance. Contents of high rank in each category should be valued highly when educational programs are to be designed. One remarkable difference in comparison with ACRL standards is that there are a lot of contents involved with basic understanding about Scientific Information System and Information Technology and knowledge application in this study, and another is that there is a lack of contents which require analytic judgements. The significance of this study lies in presenting directions and discussion points in designing of Information Literacy of Korean universities.

Development of the Contents of the Guideline for Dietitians' Knowledge, Attitudes and Practices (KAP) for Sustainable Management at School Foodservice (지속가능경영을 위한 학교급식 영양사의 지식, 태도, 실천 가이드라인 콘텐츠 개발)

  • Yi, Na-Young
    • Journal of the Korean Society of Food Culture
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    • v.32 no.6
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    • pp.513-526
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    • 2017
  • The purpose of this study is to identify the guideline's contents for dietitians' knowledge, attitudes, and practices (KAP) for the sustainability management at school foodservice. The contents for the guideline were determined by the Delphi technique of two rounds. The Delphi panels of experts were consisted of sixteen school dietitians and fourteen professors of food and nutrition with more than 10 years of experiences by convenience sampling method. Based on the literature, knowledge, attitudes, and practices required for dieticians were classified into menu management, procurement, food production, facility and energy management, waste management, personnel management, and nutrition education. Data were analyzed using SPSS for Windows version 24 and EXCEL to calculate descriptive statistics, content validity ratio, degree of agreement, and degree of convergence. As a result of the second round, the validity scores of 'knows eco-friendly certification standards and labeling systems (4.53 point)' in the knowledge category, and 'tries to purchase local agricultural products (4.87 point)' in the attitude category were the highest. From that round in the practice category, the validity scores of 'plan menus for students' health', 'purchases eco-friendly food', and 'conserves energy in pre-processing and cooking process' were the highest with 4.73 point. Applying the criteria for securing the validity of the contents, the contents of 25 knowledge items, 20 attitude items and 30 practice items were confirmed. The findings of the study can be used to develop the guideline for dietitians required for the sustainability management.

Experience of Hemodialysis in the Chronic Renal Failure Clients (만성신부전 환자들의 혈액투석 경험)

  • Shin Mi-Ja
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.3 no.2
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    • pp.235-246
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    • 1996
  • The purpose of this study was to discover the experience of hemodialysis which clients confronted hemodialysis at the same time as CRF diagnosis and to understand the nature and meaning of their crisis experience. The research subjects were 6 clients receiving hemodialysis in Seoul from Jan. 1996 to Jul. 1996. Data were collected by informal indepth interview and participant observation. Content Analysis(by Seaman & Verhonick, 1982; Woods & Catanzaro, 1988) was applied to collect similar contents and common experience in order to derivate concepts and categories for better understanding of their hemodialysis experience. As a result, 6 categories derivated to indentify their hemodialysis experience of the CRF clients-confronted hemodialysis at the same time as CRF diagnosis-were as follows: 1) The category of shocking crisis composed the concepts of shock, amagement and suffocation. 2) The category of denial composed the concepts of disease refusal and hemodialysis refusal. They repeatedly visited hospitals or didn't visit hospital in order to refuse disease, then depended on folk remedy or shamanistic method. 3) The category of severe anxiety composed the concepts of abandoned feeling, shame, resentment, neurosis and anger. 4) The category of depression composed the concepts of grief, suffering of unfairness, tearing, desire to death. 5) The category of powerlessness composed the concept of hopelessness. 6) The category of resigned acceptance composed the concepts of resignation and acceptance. In this study, the CRF clients who confronted hemodialysis at the same time as CRF diagnosis experienced six stages in accepting hemodialysis but these stages were mingled simultaneously and went on.

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Application of a Deep Learning Method on Aerial Orthophotos to Extract Land Categories

  • Won, Taeyeon;Song, Junyoung;Lee, Byoungkil;Pyeon, Mu Wook;Sa, Jiwon
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.38 no.5
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    • pp.443-453
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    • 2020
  • The automatic land category extraction method was proposed, and the accuracy was evaluated by learning the aerial photo characteristics by land category in the border area with various restrictions on the acquisition of geospatial data. As experimental data, this study used four years' worth of published aerial photos as well as serial cadastral maps from the same time period. In evaluating the results of land category extraction by learning features from different temporal and spatial ranges of aerial photos, it was found that land category extraction accuracy improved as the temporal and spatial ranges increased. Moreover, the greater the diversity and quantity of provided learning images, the less the results were affected by the quality of images at a specific time to be extracted, thus generally demonstrating accurate and practical land category feature extraction.