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Web Mining Using Fuzzy Integration of Multiple Structure Adaptive Self-Organizing Maps (다중 구조적응 자기구성지도의 퍼지결합을 이용한 웹 마이닝)

  • 김경중;조성배
    • Journal of KIISE:Software and Applications
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    • v.31 no.1
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    • pp.61-70
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    • 2004
  • It is difficult to find an appropriate web site because exponentially growing web contains millions of web documents. Personalization of web search can be realized by recommending proper web sites using user profile but more efficient method is needed for estimating preference because user's evaluation on web contents presents many aspects of his characteristics. As user profile has a property of non-linearity, estimation by classifier is needed and combination of classifiers is necessary to anticipate diverse properties. Structure adaptive self-organizing map (SASOM) that is suitable for Pattern classification and visualization is an enhanced model of SOM and might be useful for web mining. Fuzzy integral is a combination method using classifiers' relevance that is defined subjectively. In this paper, estimation of user profile is conducted by using ensemble of SASOM's teamed independently based on fuzzy integral and evaluated by Syskill & Webert UCI benchmark data. Experimental results show that the proposed method performs better than previous naive Bayes classifier as well as voting of SASOM's.

The Program Development of Nursing Activities for Community Health Promotion (지역사회 건강증진 간호활동의 프로그램 개발)

  • Park, Jeong-Hee
    • Research in Community and Public Health Nursing
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    • v.10 no.2
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    • pp.291-306
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    • 1999
  • Health promotion has come to the fore through new concept approach in consequence of the increase of chronic diseases. increase of medical cost and social trend of putting more emphasis on the individual responsibility for health. Studies of health promotion can be classified into two types: one is micro intervention method which is mainly focused on modifying individual life style and the other. macro intervention method in which they put another emphasis on the environment the individual is surrounded. in addition to modifying individual life style. This study belongs to the later. This study aims to develop nursing activities and program it for the purpose of community health promotion. The process of the study can be briefed as follows: to draw out nursing contents to intervene for community health promotion: to promote community health to develop nursing action indicators; to develop nursing action indicators for the development of main nursing activities. And those developed nursing activities are programmed systematically. The community health promotion program is composed of a hierarchical structure with nursing process that the nurses are supposed to apply to perform professional nursing. the level of nursing perform. the main items of nursing process. health promotion nursing indicators. health promotion nursing activities. The conclusion of this study according to objectives are as follows. First. community health promotion contents at individual and community level are remained revised and complemented and those at organizational level are developed. The developed main contents of community health promotion nursing are as follows. 1) Revised individual level nursing contents: 35 items. 2) Developed organizational level nursing contents: 24 items. 3) Revised community level nursing contents: 36 items. Second. for the development of the health promotion nursing action indicators. principles were set up and applied as follows. 1. Developed indicators should be provided with such qualities as comprehensiveness. diversity. developability, availability. practicability. 2. Developed indicators should be provided with functional abilities to measure the conditions and changes in any phenomena or state. inspect the development of the states. control the implementing program. evaluate the result of program and grasp what nurses should do. 3. Developed indicators should be provided with relevance and sequence. 4. Developed indicators should be undergo inspections from the expert. The developed community health promotion action indicators developed in this study. observing above mentioned principles. are total 330 indicators of 95 items. Third. when the main nursing activities were developed for each nursing action indicator. five priciples were set up in accordance with each nursing action indicators to decide main nursing activities. Main nursing activities developed observing those principles. are total 1273. Forth. for the programming of the developed nursing activities. three principles were set up. 1. The nursing activities are systematized in line with (nursing process) (nursing client) (key items of nursing process) (nursing action indicators for health promotion) (nursing activities). 2. The program is constructed in downward and hierarchical order. 3. The program is constructed not in relation to same level activities but in relation to high and low level activities. The process step of programming of developed main health promotion nursing activities are; Step 1. The Developed nursing action indicators are classified into nursing process. Step 2. The main nursing activities are allocated per each nursing action indicators. Step 3. The statement of main nursing activities are inspected. Step 4. The items of main nursing activities allocated by a certain nursing action indicators are sequenced. taking into consideration the elaborateness of activity. the sequency of activity. familiarity of activity. the difficulty of activity. the interest of activity. the frequency of activity. Step 5. The whole developed program should undergo comprehensive and critical inspections.

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Risk Issue Analysis of Disaster Vulnerable Groups -Focusing on Cases of Children and Pregnant Women (재난취약계층의 위험이슈분석 -어린이, 임산부 사례를 중심으로-)

  • Kim, Shin Hye;Kwon, Seol A
    • The Journal of the Korea Contents Association
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    • v.21 no.7
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    • pp.291-303
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    • 2021
  • In the modern society, the number of people in disaster vulnerable groups is rapidly increasing such as the elderly, the disabled, foreigners, and children. The common characteristics of the groups vulnerable to disasters are that they live in residence types that are exposed to disasters because they are impoverished and if they are exposed to disasters, recovery is a slow process. The purpose of this study is to identify the new risk issues by performing risk issue analysis on the targets of disaster vulnerable group and provide base data for the development of the policies. For the research method, this study centered on the cases of children and pregnant women out of the disaster vulnerable groups and focused on the issue data of social media throughout the past 10 years ('10~'19) and performed social network analysis. As a result, first, the development of the issue showed relevance in the occurrence of specific cases. Second, the awareness about the types, targets, and management method of crisis management was analyzed. Third, an analysis was performed on the sentiment words that considered the solution measures of risk issues or the characteristics of the targets and it was analyzed that there were word that triggered negative emotions. Therefore, it is anticipated for the base data to be used for the government and also for the local government to build an effective crisis management system of the rapidly changing disaster environment on the basis of the sentiment analysis performed on the people of the nation as well as public awareness.

Development and Effectiveness Analysis of Sustainable Dietary Free-year Program for the Improvement of Youth Empowerment in Middle School Home Economics (청소년의 임파워먼트 향상을 위한 가정교과 지속가능한 식생활 자유학년제 프로그램 개발 및 효과분석)

  • Choi, Seong-Yeon;Han, Ju
    • Journal of Korean Home Economics Education Association
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    • v.34 no.2
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    • pp.129-152
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    • 2022
  • The purpose of this study was to develop a sustainable dietary education program for middle school home economics subject using a teaching strategy to improve the empowerment of adolescents and to verify and evaluate the effectiveness of the program. To achieve the purpose of this study, the program was developed and evaluated according to the ADDIE teaching design model. The contents related to the dietary area were extracted from the technical & home economics curriculum of the 2015 revised middle school and SDGs, and their relevance was analyzed to select the contents of dietary education. The program developed based on the analysis results is 'dietary life together' and consists of five learning topics: 'living together in the global village', 'maintaining healthy diet', 'creating a dietary culture together', 'living with nature and people', and 'maintaining a safe diet'. As a strategy for improving empowerment, we presented four situations, each of which represents value judgment, prediction of results, responsible behavior choice, and decision making. The developed program was reviewed by experts and applied to 17 unit classes for 17 weeks (1 unit hour per week) to the third graders of middle schools in Gyeonggi-do. Significant differences were found between before and after the class measurements of the personal empowerment and the political and social empowerment, which shows the classes were effective in improving empowerment. However, since there was no significant difference in interpersonal empowerment before and after the program, suggestions were made to utilize strategies to facilitate discussion and cooperative learning when implementing the program. The students who participated in the class evaluated the program positively as a whole. The program was evaluated to have helped the students believe they could change society through solving dietary problems.

A Criticism Regarding the Medical Rationale of Nucleoplasty Studies for Internal Disc Disruption (수핵성형술(Nucleoplasty)을 이용한 디스크 내장증(Internal Disc Disruption)의 치료 연구들의 의학적 논거에 대한 비판)

  • Hong, Youngki
    • The Journal of the Korea Contents Association
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    • v.22 no.9
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    • pp.570-582
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    • 2022
  • Nucleoplasty is a type of percutaneous disc decompression that has been developed to treat herniated intervertebral discs. Currently, in some clinics, researchers have also applied this procedure to patients with internal disc disruption, apart from the originally intended usage on herniated intervertebral discs. The purpose of this study is to evaluate the feasibility of this extended use based on medical logic. To achieve this, the author analyzed case studies on performing nucleoplasty on patients with internal disc disruption. The main points of the analysis are, first, the validity of the treatment evidence presented by the researchers and, second, the relevance of the patient selection criteria. As a result, it is judged that the therapeutic rationale of existing papers applying nucleoplasty to the treatment of internal disc disruption is unclear or inconsistent with general medical logic, and in the process of patient screening, discs that may be deemed inappropriate for percutaneous decompression are included. Therefore, the author believes that existing studies applying nucleoplasty to the treatment of internal disc disruption have the nature of somewhat adventurous experiments that are unnecessary or can cause potential side effects. In order to uphold patients' rights and improve the completeness of the study in the research process on this topic, the author thinks that it is essential to establish clearer therapeutic evidence than the current level of understanding and to have an elaborate patient screening process based on it.

A Study on the Effects of Search Language on Web Searching Behavior: Focused on the Differences of Web Searching Pattern (검색 언어가 웹 정보검색행위에 미치는 영향에 관한 연구 - 웹 정보검색행위의 양상 차이를 중심으로 -)

  • Byun, Jeayeon
    • Journal of the Korean Society for Library and Information Science
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    • v.52 no.3
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    • pp.289-334
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    • 2018
  • Even though information in many languages other than English is quickly increasing, English is still playing the role of the lingua franca and being accounted for the largest proportion on the web. Therefore, it is necessary to investigate the key features and differences between "information searching behavior using mother tongue as a search language" and "information searching behavior using English as a search language" of users who are non-mother tongue speakers of English to acquire more diverse and abundant information. This study conducted the experiment on the web searching which is applied in concurrent think-aloud method to examine the information searching behavior and the cognitive process in Korean search and English search through the twenty-four undergraduate students at a private university in South Korea. Based on the qualitative data, this study applied the frequency analysis to web search pattern under search language. As a result, it is active, aggressive and independent information searching behavior in Korean search, while information searching behavior in English search is passive, submissive and dependent. In Korean search, the main features are the query formulation by extract and combine the terms from various sources such as users, tasks and system, the search range adjustment in diverse level, the smooth filtering of the item selection in search engine results pages, the exploration and comparison of many items and the browsing of the overall contents of web pages. Whereas, in English search, the main features are the query formulation by the terms principally extracted from task, the search range adjustment in limitative level, the item selection by rely on the relevance between the items such as categories or links, the repetitive exploring on same item, the browsing of partial contents of web pages and the frequent use of language support tools like dictionaries or translators.

Association Study between Serum Uric Acid Level and Metabolic Syndrome (혈청 요산 농도와 대사증후군과의 연관성에 대한 연구)

  • Park, Duk-Hyun;Lee, Eun-Ryeong;Ju, Joung-Youl
    • The Journal of the Korea Contents Association
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    • v.17 no.2
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    • pp.38-46
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    • 2017
  • This research aimed to identify the correlation between the metabolic syndrome, which is one of the cardiovascular risk factors and emerging as an issue in the society, and the serum uric acid level. The research was conducted on a total of 1,444 patients who took a medical examination at a health examination center. The research subjects were composed of 977 men and 467 women. By conducting physical measurement and the blood test on the subjects, the research identified the correlation between the serum uric acid level and the metabolic syndrome and compared the number of the risk factors by dividing the class of the serum uric acid. The average level of serum uric acid was identified higher in men at $6.30{\pm}1.39mg/dL$ than $4.43{\pm}0.89mg/dL$ in women. Men had a correlation between age, waist size, systolic blood pressure, neutral fat, HDL-cholesterol, WBC count and ESR and the serum uric acid level (p<0.05), while women had a correlation between waist size, diastolic blood pressure level, neutral fat, HDL-cholesterol and ESR and the serum uric acid level (p<0.05). The number of the risk factors depending on the serum uric acid level increased as the serum uric acid level rose. The overall prevalence rate of the metabolic syndrome was higher in men at 17.4% than 10.2% in women. This showed that there is a statistically relevant relevance between the metabolic syndrome and the serum uric acid level, and the number of the risk factors of the metabolic syndrome will go up with an increase in the serum uric acid level.

A Review of Media Framing on the Discourse of Safety Accidents Occurring during Outdoor Educational Activities : Focusing on the Press Release Example of Marine Corp Camp (야외교육활동 안전사고 담론에 관한 미디어 프레이밍 고찰 : 사설해병대 캠프사고 보도 사례를 중심으로)

  • Lee, Woo-Jin;Lim, Tae-seoung
    • The Journal of the Korea Contents Association
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    • v.16 no.9
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    • pp.726-738
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    • 2016
  • This study selected the Marine Corps camp accident in 2013 as its subject and analyzed it in order to explore the relevance of media framing on discourse on the safety of outdoor experience activities. Data were collected from search sites provided by news coverage data from March 26, 2010 when the sinking of the South Korean Navy corvette Cheonan occurred in South Korea, which had seen a surge in Marine Corps experience camps, to July 21, 2013, a few days after the Marine Corps camp accident. Data about a total of 211 cases 138 cases before the Marine Corps camp accident, and 73 cases after the accident were inductively analyzed. According to the results, news coverages on the Marine Corps camp were largely divided into positive framing that glamorized outdoor experience activities before the accident and negative framing after the accident. To put it concretely, the framing before the accident tended to glamorize outdoor experience activity as the best educational program which helped the participants to enhance their patience and sense of independence through boot camp experience, thereby increasing their self-esteem and arousing their cooperative spirit as members of society. However, after the accident media framing tended to publicize insensitivity to safety. The media framing characterized by dualistic coverage is considered to be an obstacle to the spread of safety culture, which is required in South Korean society. Therefore, media need to maintain more cool-headed and objective attitudes when reporting news.

A Study on Correlation Analysis and Preference Prediction for Point-of-Interest Recommendation (Point-of-Interest 추천을 위한 매장 간 상관관계 분석 및 선호도 예측 연구)

  • Park, So-Hyun;Park, Young-Ho;Park, Eun-Young;Ihm, Sun-Young
    • Journal of Digital Contents Society
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    • v.19 no.5
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    • pp.871-880
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    • 2018
  • Recently, the technology of recommendation of POI (Point of Interest) related technology is getting attention with the increase of big data related to consumers. Previous studies on POI recommendation systems have been limited to specific data sets. The problem is that if the study is carried out with this particular dataset, it may be suitable for the particular dataset. Therefore, this study analyzes the similarity and correlation between stores using the user visit data obtained from the integrated sensor installed in Seoul and Songjeong roads. Based on the results of the analysis, we study the preference prediction system which recommends the stores that new users are interested in. As a result of the experiment, various similarity and correlation analysis were carried out to obtain a list of relevant stores and a list of stores with low relevance. In addition, we performed a comparative experiment on the preference prediction accuracy under various conditions. As a result, it was confirmed that the jacquard similarity based item collaboration filtering method has higher accuracy than other methods.

Paradigm Conversion and Task of Life-long Education Policy under the Economic Crisis of European Union (유럽연합의 경제위기 속에서 평생교육정책의 패러다임 전환과 과제 -한국의 평생교육정책 발전 과제에 주는 시사점을 중심으로-)

  • Lee, Sung-Kyun
    • The Journal of the Korea Contents Association
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    • v.12 no.6
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    • pp.518-529
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    • 2012
  • Integration of Europe was started when European Union Treaty was concluded at Maastricht for the first time on December, 1991. Europe which may be called as a cradle of modern national state has realized a single Europe not only in the socio-economic integration field but also in the political field. Under this background, it is considered that life-long education policy for developing a new integrated growth engine of EU requires educational response that may get ready for socio-economic environmental transformation more than anything else. In particular, this policy is faced with an important task of having to achieve harmony of efficiency through diversity and mutual coordination in pursuing cooperation and integrated development of life-long education field. However, notwithstanding their efforts, since 2008, some countries of EU were faced with economic crisis due to economic recession and this situation starts to drive the whole Europe even to the point of their financial crisis at last. This crisis is currently shaking socio-economic integration of EU. This study intends to observe a status of establishing life-long education system and promoting a policy for socio-economic integration of EU and to analyze as to what kind of relevance adult participation rate of life-long learning among the countries belonged to EU has with per capita income and to explore as whether socio-economic integration among member countries could be sustained based on problems of integrative life-long education system under the economic crisis of EU. In addition, through this study, an implication required for presenting a new paradigm conversion, policy establishment and development direction for the life-long education of our country is intended to be deduced.