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Informal Quality Data Analysis via Sentimental analysis and Word2vec method (감성분석과 Word2vec을 이용한 비정형 품질 데이터 분석)

  • Lee, Chinuk;Yoo, Kook Hyun;Mun, Byeong Min;Bae, Suk Joo
    • Journal of Korean Society for Quality Management
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    • v.45 no.1
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    • pp.117-128
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    • 2017
  • Purpose: This study analyzes automobile quality review data to develop alternative analytical method of informal data. Existing methods to analyze informal data are based mainly on the frequency of informal data, however, this research tries to use correlation information of each informal data. Method: After sentimental analysis to acquire the user information for automobile products, three classification methods, that is, $na{\ddot{i}}ve$ Bayes, random forest, and support vector machine, were employed to accurately classify the informal user opinions with respect to automobile qualities. Additionally, Word2vec was applied to discover correlated information about informal data. Result: As applicative results of three classification methods, random forest method shows most effective results compared to the other classification methods. Word2vec method manages to discover closest relevant data with automobile components. Conclusion: The proposed method shows its effectiveness in terms of accuracy and sensitivity on the analysis of informal quality data, however, only two sentiments (positive or negative) can be categorized due to human errors. Further studies are required to derive more sentiments to accurately classify informal quality data. Word2vec method also shows comparative results to discover the relevance of components precisely.

Mean Response Delay Estimation for HTTP over SCTP in Wireless Internet (무선 인터넷 환경에서 HTTP over SCTP의 평군 응답 시간 추정)

  • Lee, Yong-Jin
    • The Journal of the Korea Contents Association
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    • v.8 no.6
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    • pp.43-53
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    • 2008
  • Hyper text transfer protocol (HTTP) over transmission control protocol (TCP) is currently used to transfer objects in the Internet. Stream control transmission protocol (SCTP), an alternative to TCP, which allows for independent delivery among streams, and can thus reduce the mean response delay of web object. We present an analytical model to find the mean response delay for HTTP over SCTP, therefore, estimate the effectiveness of SCTP over TCP. Typical TCP delay models assume the wired environment. On the contrary, the proposed model in this paper assumes the multiple packet losses and wireless environment where fast retransmission is not possible due to small window. The estimated mean response time can be used the benchmark to meet quality of service (QoS) at end-user. We validate the accuracy of our model using experiments. It is shown that the differences between the results from model and those from experimental are very small below 6 % on average. We also find that the mean response delay for HTTP over SCTP is less than that for HTTP over TCP.

Interest-based Customer Segmentation Methodology Using Topic Modeling (토픽 분석을 활용한 관심 기반 고객 세분화 방법론)

  • Hyun, Yoonjin;Kim, Namgyu;Cho, Yoonho
    • Journal of Information Technology Applications and Management
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    • v.22 no.1
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    • pp.77-93
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    • 2015
  • As the range of the customer choice becomes more diverse, the average life span of companies' products and services is becoming shorter. Most companies are striving to maximize the revenue by understanding the customer's needs and providing customized products and services. However, companies had to bear a significant burden, in terms of the time and cost involved in the process of determining each individual customer's needs. Therefore, an alternative method is employed that involves grouping the customers into different categories based on certain criteria and establishing a marketing strategy tailored for each group. In this way, customer segmentation and customer clustering are performed using demographic information and behavioral information. Demographic information included sex, age, income level, and etc., while behavioral information was usually identified indirectly through customers' purchase history and search history. However, there is a limitation regarding companies' customer behavioral information, because the information is usually obtained through the limited data provided by a customer on a company's website. This is because the pattern indicated when a customer accesses a particular site might not be representative of the general tendency of that customer. Therefore, in this study, rather than the pattern indicated through a particular site, a customer's interest is identified using that customer's access record pertaining to external news. Hence, by utilizing this method, we proposed a methodology to perform customer segmentation. In addition, by extracting the main issues through a topic analysis covering approximately 3,000 Internet news articles, the actual experiment applying customer segmentation is performed and the applicability of the proposed methodology is analyzed.

A Study on Public Health Education in Curriculums of Universities (대학교육과정에 있어서 보건교육에 대한 조사)

  • 박신애
    • Journal of Korean Academy of Nursing
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    • v.5 no.1
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    • pp.31-40
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    • 1975
  • A study on public health education curriculums of 14 universities located in Seoul city was carried out from Oct. 15 1974 to Nov. 15 1974. The data were obtained from 11 universities bulletins & 3 universities administration officers. The contentments of public health were obtained by the interview with the teaching professors on the syllabuses. The results were as follows: 1. General Public health topics were taught at 4 universities (28.6%) out of 14 universities & 129 departments (25.3%) out of 509 departments. General public health education were taught at 2 universities (28.6%) out of 7 universities with medical school of the colleges of education 2 collages (18.2%) had the public health education in the curriculums. 2. Academic administration of Public health education by universities 2 hrs for 2 credits were allocated at 2 universities (50%), while 4 hrs for 2 credits at the rest universities (50% ), Pubic health education were taught as an essential general education at 4 universities. Public health education were taught in freshman course at 2 universities in senior course at 2 other universities. Text books on public health education were chosen at 2 universities and at other 2 universities, just references were introduced to students. Contents of public health education. In two universities teaching programs of public health were undertaken & in other two universities no particular leaching programs were undertaken. And contents of tuberculosis, V. D. & communicable disease control Pregnancy & delivery, precaution ok post paestum maternal & child health were taught at 4 universities. Contents of health & college students, alcohol tobacco & coffee, chosen of sports were taught at few university. 3. General public health education instructors: The instructors were consisted of 13 men(81.2%) & 3 women (18.8%) Physicians were 11 (68.8%), nurses 2 (12.5%) & others 3(18.7%) Full time instructors were 7 (43.7%) part time instructors 9 (56.3%) Position & organization instructors belong to ; instructors (75.0%) had the teaching position in universities & research workers & others were 3 (18.8%) & medical practitioner was I(6.2%) 4. Public health & home nursing education by general home economic departments. Home nursing & public health were taught as an compulsory general education program in 10 departments 50.5% & as an alternative major course in 7 departments (35.0%) 2 hrs for 2 credits were allocated at 9 departments (45.0%) while eve. 4hrs for 4credits were 8 departments (40.0%).

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Remediation of 3D Movie on < Priest > (<프리스트>를 통해 본 3D 영화의 재매개)

  • Chung, Il-Hyoung
    • The Journal of the Korea Contents Association
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    • v.12 no.1
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    • pp.225-233
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    • 2012
  • This study is focused on the relationship of old and new media with the concept of cultural interface. This study try to find out their similarities and differences of media contents and interface through contents analysis of text. As a results, there are competible coexistance of transparent immediacy and hypermediacy as a double logic of remediation. And the features of remediation that borrowing, aggressive, and absorb are showed cross each other. A related studies are focused on the narrative structure of story and on analysis of character, events, and background. And the other studies are focused on the policy of new media distribution. But, recent new media emphasizes the visualization of 3D technology and that strategy. Also they tries to convert a various media contents. Therefore, it is important to check and prepare those environmental changes of media. Then, more researches will be applied to remediation and cultural interface of this study. And I hope that they will be find an alternative strategy of contents and interface on media.

Study of Toxicity Presence Classification about Herbal Diet in Tang-aec-pyeon of Dong-ui-bo-gam (동의보감 탕액편에 기재된 식이본초의 독성유무에 대한 분류 연구)

  • Shin, Ho-Dong;Jeong, Jong-Un
    • The Journal of Korean Medicine
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    • v.32 no.1
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    • pp.12-35
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    • 2011
  • Objectives: The two criteria to clarify the toxicity of a herbal diet are well known. Although mechanical analysis of effective ingredients, a western approach, is widely used, the toxicity presence classification through the herbal analysis from a viewpoint of a theory of the herbal medicine properties has been disregarded. This study is for the safe use of a herbal diet through classification and study of toxicity presence in the herbal diet from the view of a theory of herbal medicine properties, one of the methods of Oriental Medicine. Methods: We classified and studied the toxicity presence in four kinds of herbal diets, waters and grains, animals groups, fruits and vegetables, and herbs and trees, excluding mineral natural drugs, of 1,400 kinds of medicines in 16 chapters of Tang-aec-pyeon, Dong-ui-bo-gam, for which the herbal analysis from a viewpoint of the theory of the herbal medicine properties has been used. The criteria of the toxicity presence in the herbal diet have been largely classified into the toxicant and the non-toxicant, and the toxicant is in turn classified into the insignificant, the medium and the significant. The category to clarify herbal diet has been limited to simultaneous utilization of food and natural drugs. The main text is Dong-ui-bo-gam, although diverse other references have also been used. Results: There are toxicant diets: a kind of tortoise meat of animals groups; five kinds of grains part in fruits and vegetables: aengdo, peach, oyat, small apple and gingko nut; and 12 kinds of vegetables part in fruits and vegetables: ginger, oriental cabbage, lettuce, chongbaek, onion, garlic, leek, fern, houttuynia cordata (myeol), pyeongji, geundae, and spinach, which should be prohibited from long-term use both as food and medicine. Conclusion: If herbal diet is used as health food supplements or food, the toxicity presence should be considered on the grounds of an Oriental Medicine theory of the herbal medicine properties.

Cognitive Nursing Intervention (인지적 간호중재)

  • 김명자
    • Journal of Korean Academy of Nursing
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    • v.22 no.3
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    • pp.337-351
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    • 1992
  • Nursing as it is practiced and taught, historically has been viewed as natural science. There are new movements to create a paradigm of nursing in the human sciences. A natural science methodologies elicit quantitative data from observable phenomena and reveal causal relationships. Human science methodology is the study of Unitary Man's participative experience in a situation, the simultaneity paradigm. In a theory of nursing rooted in human science assumptions about man and health are synthesized, and the practice of nursing is continuously expanded through research. To find independent nursing interventions especially cognitive nursing intervention models it has been necessary to consult a multitude of journals and text sources for references, and no one nursing textbook can be used in help patients achieve nursing goals. The goals of nursing in the simultaneity paradigm focus on the quality of life from the person's perspective. Cognitive interventions based on the person's perspective were selected from those that colleagues deemed appropriate to nursing and those that were identified in the nursing literature. They were supportive nursing care, reminiscence, meditation, relaxation and imagery. Nurses have been reluctant to make diagnoses, implement actions, and assume responsibility for this actions and this is of concern but can be understood because nurses have had little exposure to action and lack an intervention armamentarium from with which to choose actions to achieve nursing goals. Efforts in nursing education and nursing service are required to remedy this problem. Nurses must be convinced of the challenge and excitement associated with autonomous functioning. It is a characteristic of the true professional. Traditionally, nursing has prescribed one method for handling a situation. Fundamental nursing texts usually only present one way to handle a situation, because alternative interventions to achieve a client goal may be available. Considerably more research is necessary before these can be prescribed. However, unless a first step is taken, progress will not be made. The quality of health care or nursing care is enhanced when nurses transform dilemas into commited action. This is apparent from widespread experiences of nurses.

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One-way Short-range Communication using Channel Symbol of Color Light Signal based on USN environment (USN 환경에서 색 광신호를 채널 부호화한 단거리 단방향 통신)

  • Lee, Gong;Jeon, Young-Jun;Shin, Seung-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.4C
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    • pp.437-445
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    • 2009
  • Node of USN(Ubiquitous Sensor Network) environments uses radio based communication mechanism for a delivering message. Thus the multiple hop flooding is necessary for considering limited power and communicating unknown node long-range. However if there are many unknown nodes located in users' vision, the flooding of the radio base is insufficient alternative. Thus as a flash may be used to find a key in a darkness, a more direct and short range communication system is required. This study shall resolve such question through 2 different steps. First a Two kind of code method that convert Text message to color code shall be suggested. Second a hardware module, which may deliver various LED(light-emitting diode) color signal, shall be developed. The experiment may take place by fixing the entry angle of light and distance by setting a specific element as a standard mean.

Optimization of Municipal Pavement Management System(PMS) Components (Development of a Prototype PMS for Ansan City) (시도로 포장관리체계(PMS) 구성요소 최적화 연구 (안산시 Prototype PMS 개발사례))

  • Park, Sang-Kyu;Suh, Young-Chan
    • International Journal of Highway Engineering
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    • v.2 no.4 s.6
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    • pp.111-122
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    • 2000
  • PMS(Pavement Management System) has been developed and/or operated for the freeway and national highway systems in Korea. There is, however, no municipal PMS that is necessary in many cities for efficient management of their roadways. In this study, a municipal Prototype PMS is developed. The Prototype PMS is designed to be operated on PC base. It uses GIS interface for user friendliness that applies color graphics, text and distress pictures to display pavement conditions and rehabilitation information for both current and historical situations. The computer program of the prototype PMS consists of four major functions(inquiry, analysis, data management, and print). Especially, prioritization and M&R(Maintenance and Rehabilitation) alternative selection procedure is designed to be flexible so that the users can modify the decision criteria whenever it is necessary. Database items of the Prototype PMS is carefully selected for the objectives and size of municipal PMS. Reference point method is basically used for the location referencing in the Database. The unit section consists of each loom segment of the road for effective management.

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A Study on the Factors Obstructing Prostitutes' Escape from Prostitution (성매매 여성들의 탈성매매 저해요인에 관한 연구)

  • Lee, Keun-Moo;Yu, Eun-Ju
    • Korean Journal of Social Welfare
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    • v.58 no.2
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    • pp.5-31
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    • 2006
  • Since enforcement of the anti-prostitution law, in spite of systematic setting helping escape prostitution of the women who engage in prostitution that they have had the will lasting prostitution. Therefore, this study aimed to devise intervention plan helping their escape prostitution and return to social by examining individual and structural factor obstructing their escape prostitution The data were collected through the in-depth interview and text. And these were analysed according to coding, constitution of concept, matching, construction of explanation on the phenomenon. The nine women who engaging in prostitution were participated in this study. As a result of the data analysis, 46 concepts and 10 categories were generated. By classification of individual and structural factor, the outcomes of an interpretation were as follows: The cause obstructing Prostitutes' escape prostitution were (1) distrust on the policy of the government, (2) life-script was made by reaction-formation, (3) predestined resignation caused by anxiety, (4) body as capital goods, and (5) the commensal model with pimp. Based on this result, we proposed practical and political alternative plans for prostitutes.

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