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Keyword Data Analysis Using Bayesian Conjugate Prior Distribution (베이지안 공액 사전분포를 이용한 키워드 데이터 분석)

  • Jun, Sunghae
    • The Journal of the Korea Contents Association
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    • v.20 no.6
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    • pp.1-8
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    • 2020
  • The use of text data in big data analytics has been increased. So, much research on methods for text data analysis has been performed. In this paper, we study Bayesian learning based on conjugate prior for analyzing keyword data extracted from text big data. Bayesian statistics provides learning process for updating parameters when new data is added to existing data. This is an efficient process in big data environment, because a large amount of data is created and added over time in big data platform. In order to show the performance and applicability of proposed method, we carry out a case study by analyzing the keyword data from real patent document data.

A Study on the Composition of Ando Tadao's Exhibition Space (안도 다다오 전시공간의 구성에 관한 연구)

  • Kim, Min-Jung;Kim, Yong-Sung
    • Korean Institute of Interior Design Journal
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    • v.27 no.2
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    • pp.143-153
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    • 2018
  • The exhibition space is a concept that is used to extract only the function of exhibition in an art museum combined with various cultural facilities. It mediates works, audience, and space. Therefore, it is considered that the exhibition space will not only judge the space by the form of the building, but also the true meaning will appear when the exhibition, the space and the environment coexist. His exhibition space has a story from the outside to the inside and the exhibition. In this study, we try to understand the characteristics of his space by analyzing the way of organizing exhibition and exhibition in his exhibition space. As a result of analyzing the cases suggested on this thesis through this point of view, Ando Tadao represented characteristics of his own exhibition space by harmonizing the demand of each exhibition space with his architecture language. His exhibition space provides the experiential space in the harmony of the nature and artificiality as inpouring the nature into the complex traffic line. And, the exhibition is constituted as a result of fully considering the overall situation of the space environment. He tries uniting the space and art by interpreting the work in the space rather than arranging the works. Consequently, It gives visitors the direct space experience through the intentional traffic line and is becoming an exhibition space that can express the exhibition only in that space as constituting it differently in accordance with the character of work.

A Study on Pre-Service Teachers' Perceptions on the Use and Improvement of High School Textbooks (고등학교 교과서 활용 및 개선에 관한 예비교사의 인식 연구)

  • PARK, So-Young
    • Journal of Fisheries and Marine Sciences Education
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    • v.29 no.3
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    • pp.932-940
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    • 2017
  • This study investigated the perception of pre - service teachers in order to find out how paper textbooks are used in high school classes and what improvement is needed. Firstly, the results of analyzing the perception about the utilization of textbooks are as follows. First, in the case of Korean language, social studies, mathematics, science, and English, textbooks were used most frequently, and most of the respondents did not use textbooks for arts and physical education subjects. Secondly, Korean language, social studies, mathematics, science, and English textbooks are most frequently used as teaching materials. Third, in the case of Korean, social, mathematics, science, and English subjects, in addition to textbooks, problem collections were used most frequently and arts and physical education subjects showed the most use of prints. Next, the results of analyzing the perception of the improvement method of the textbooks are as follows. First, in the high school class, the response rate was high in that Korean, social, mathematics, science, and English classes needed a textbook. Most of the respondents answered that they were not necessary for the textbooks of arts and physical education subjects. Second, in order to improve the textbooks, the most demanding textbooks focused on the core basic contents, followed by self - directed learning activities, competency centered contents selection, cooperative learning activities, and teacher self - development. The demand for digital textbooks was low.

Calculation of Adequate Remodeling Period for The Improvement of Thermal Insulation Performance of External Walls in Deteriorated Apartments

  • Choi, Doo-Sung;Lee, Myung-Eun
    • KIEAE Journal
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    • v.17 no.2
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    • pp.5-12
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    • 2017
  • Purpose: Under the purpose of presenting the adequate remodeling period for the improvement of thermal insulation performance of external walls in deteriorated buildings, the change in external wall and residential environment problem(dew condensation) due to aged deterioration after the apartments were constructed in Korea were analyzed. Method: Temperature Difference Ratio Outside(TDRo) and Heat Flow Meter(HFM) were used as measurement methods to evaluate the thermal insulation performance of deteriorated buildings. For TDR evaluation, thermo-graphic camera was used to measure and analyze the surface temperature of external wall. Also, dew condensation evaluation was analyzed using the Temperature Difference Ratio Inside(TDRi). Result: As a result of analyzing thermal performance through TDRo, the first decline point of thermal insulation performance began after 14-16 years have passed since construction was completed, and after 20 years have passed the decline point of thermal insulation performance reappeared. As a result of analyzing U-value with HFM measurement method, the decline rate of external wall's thermal insulation performance is lower than 2% in average at around 5 years after completion, and 8.7% in average at 10-15 years, and over 10.2% in average at 20 years.

A Literature Review on Effect of Massage Based on Developmental Stage in Children in Korea (아동 발달단계에 따른 마사지 중재효과에 대한 국내연구 고찰)

  • Lee, Jae Young;Park, So Yeon
    • Journal of East-West Nursing Research
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    • v.22 no.1
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    • pp.1-9
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    • 2016
  • Purpose: We conducted a literature review for analyzing the effect of massage on children according to their developmental stage in Korea. Methods: Various academic databases were utilized for a bibliographic search, and the keyword, 'massage', was used to identify relevant references without limits on years to determine the overall research trends. Finally, 38 references cited from 1998 to 2014 were selected in Korea. Results: Only two studies adapted a randomized controlled trial design. With regard to children's developmental stage, half studies were conducted for neonates. Moreover, the percentage of application of a sensory stimulation protocol in newborn infants was 47.3%. Eighty four point one percent of studies measured physiological characteristics as outcome variables and the rate of growth was the most common (46.5%) physiological characteristic. On the contrary, only one study (4%) was conducted to evaluate the effect of massage on psychological characteristics in school aged and the adolescents. Conclusion: This study provides fundamental data on the development and direction for future studies by analyzing studies on pediatric massage in Korea.

A Study on Design and Color Preference Investigation using WWW (WWW을 활용한 디자인과 색채 기호 조사에 관한 연구)

  • Kim, Hyung-Min;Kwon, Eun-Sook
    • Journal of the Korea Computer Graphics Society
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    • v.2 no.1
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    • pp.39-47
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    • 1996
  • Consumer's needs, pursuing diverse lifestyles, can be identified systematically by the development of design research method with computer technologies. Color, which is the most important factor in industrial design, has been regarded as possessing difficulties in collecting and analyzing reliable data, because it has multi-dimensional features. The purpose of this paper is to develop a new research method for design and color preference investigation, and to provide the possibilities of applying this method into the traditional color research which has many limitations in time, space, and money. This paper emphasizes that the new method using visual and concrete 3D modeling of a product can enhance the reliability of collecting and analyzing data comparing with traditional linguistic and abstract one.

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Genetic Parameter Estimation with Normal and Poisson Error Mixed Models for Teat Number of Swine

  • Lee, C.;Wang, C.D.
    • Asian-Australasian Journal of Animal Sciences
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    • v.14 no.7
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    • pp.910-914
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    • 2001
  • The teat number of a sow plays an important role for weaning pigs and has been utilized in selection of swine breeding stock. Various linear models have been employed for genetic analyses of teat number although the teat number can be considered as a count trait. Theoretically, Poisson error mixed models are more appropriate for count traits than Normal error mixed models. In this study, the two models were compared by analyzing data simulated with Poisson error. Considering the mean square errors and correlation coefficients between observed and fitted values, the Poisson generalized linear mixed model (PGLMM) fit the data better than the Normal error mixed model. Also these two models were applied to analyzing teat numbers in four breeds of swine (Landrace, Yorkshire, crossbred of Landrace and Yorkshire, crossbred of Landrace, Yorkshire, and Chinese indigenous Min pig) collected in China. However, when analyzed with the field data, the Normal error mixed model, on the contrary, fit better for all the breeds than the PGLMM. The results from both simulated and field data indicate that teat numbers of swine might not have variance equal to mean and thus not have a Poisson distribution.

Authorship Attribution of Web Texts with Korean Language Applying Deep Learning Method (딥러닝을 활용한 웹 텍스트 저자의 남녀 구분 및 연령 판별 : SNS 사용자를 중심으로)

  • Park, Chan Yub;Jang, In Ho;Lee, Zoon Ky
    • Journal of Information Technology Services
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    • v.15 no.3
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    • pp.147-155
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    • 2016
  • According to rapid development of technology, web text is growing explosively and attracting many fields as substitution for survey. The user of Facebook is reaching up to 113 million people per month, Twitter is used in various institution or company as a behavioral analysis tool. However, many research has focused on meaning of the text itself. And there is a lack of study for text's creation subject. Therefore, this research consists of sex/age text classification with by using 20,187 Facebook users' posts that reveal the sex and age of the writer. This research utilized Convolution Neural Networks, a type of deep learning algorithms which came into the spotlight as a recent image classifier in web text analyzing. The following result assured with 92% of accuracy for possibility as a text classifier. Also, this research was minimizing the Korean morpheme analysis and it was conducted using a Korean web text to Authorship Attribution. Based on these feature, this study can develop users' multiple capacity such as web text management information resource for worker, non-grammatical analyzing system for researchers. Thus, this study proposes a new method for web text analysis.

EMICS: E-mail based Malware Infected IP Collection System

  • Lee, Taejin;Kwak, Jin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.6
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    • pp.2881-2894
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    • 2018
  • Cyber attacks are increasing continuously. On average about one million malicious codes appear every day, and attacks are expanding gradually to IT convergence services (e.g. vehicles and television) and social infrastructure (nuclear energy, power, water, etc.), as well as cyberspace. Analysis of large-scale cyber incidents has revealed that most attacks are started by PCs infected with malicious code. This paper proposes a method of detecting an attack IP automatically by analyzing the characteristics of the e-mail transfer path, which cannot be manipulated by the attacker. In particular, we developed a system based on the proposed model, and operated it for more than four months, and then detected 1,750,000 attack IPs by analyzing 22,570,000 spam e-mails in a commercial environment. A detected attack IP can be used to remove spam e-mails by linking it with the cyber removal system, or to block spam e-mails by linking it with the RBL(Real-time Blocking List) system. In addition, the developed system is expected to play a positive role in preventing cyber attacks, as it can detect a large number of attack IPs when linked with the portal site.

Analysis of International Competitiveness of Chinese ginseng in Comparison with Korean ginseng (중국 인삼 산업의 국제 경쟁력 분석)

  • Kwon, Yong-Dae;Choi, Hye-Hwa
    • Korean Journal of Agricultural Science
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    • v.33 no.1
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    • pp.43-56
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    • 2006
  • In this thesis we aim at analyzing international competitive power of Chinese ginseng in comparison with Korean ginseng and searching policy direction for Korea to compete Chinese ginseng industry. We summarized the research results as follows; First, we examine the structural change of ginseng industry of China. Second, we review the theories for international competitiveness and apply the method of analyzing competitiveness to ginseng industry. Third, we compared the international competitive power of the ginseng industry between China and Korea and found that Chinese ginseng, estimated by Revealed Comparative Advantage(RCA) at about 15, still remains high competitiveness in terms of cost and price but lowering price competitiveness recently. Based on the research results, we suggest export promotion strategies of the Korean ginseng as follows; 1) Korean government should enforce trade cooperation with China so as to register Korean root ginseng an importable medicine. 2) Korean ginseng producer should develop various products such as capsules, powders and etc. according to China's consumer purchasing power and taste. 3) Korean ginseng should be sold as an differentiated commodity so that it will contribute to building consumer loyalty to Korean ginseng, makes market share superior to other cheaper ginseng products in China. 4) In order to be effective brand marketing and product advertisement, there should be established reliable networks to process and distribute Korean ginseng products exclusively.

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