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A Study on Method for User Gender Prediction Using Multi-Modal Smart Device Log Data (스마트 기기의 멀티 모달 로그 데이터를 이용한 사용자 성별 예측 기법 연구)

  • Kim, Yoonjung;Choi, Yerim;Kim, Solee;Park, Kyuyon;Park, Jonghun
    • The Journal of Society for e-Business Studies
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    • v.21 no.1
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    • pp.147-163
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    • 2016
  • Gender information of a smart device user is essential to provide personalized services, and multi-modal data obtained from the device is useful for predicting the gender of the user. However, the method for utilizing each of the multi-modal data for gender prediction differs according to the characteristics of the data. Therefore, in this study, an ensemble method for predicting the gender of a smart device user by using three classifiers that have text, application, and acceleration data as inputs, respectively, is proposed. To alleviate privacy issues that occur when text data generated in a smart device are sent outside, a classification method which scans smart device text data only on the device and classifies the gender of the user by matching text data with predefined sets of word. An application based classifier assigns gender labels to executed applications and predicts gender of the user by comparing the label ratio. Acceleration data is used with Support Vector Machine to classify user gender. The proposed method was evaluated by using the actual smart device log data collected from an Android application. The experimental results showed that the proposed method outperformed the compared methods.

The Preliminary Operator Risk Assessment of High Toxicological Pesticides in Korea (고독성 농약의 국내 농작업자 위해성 평가)

  • Hong, Soon-Sung;Jeong, Mi-Hye;Park, Kyung-Hun;You, Are-Sun;Park, Yeon-Ki;Lee, Je-Bong;Kim, Chan-Sub;Shin, Jin-Sup;Park, Jae-Eup
    • The Korean Journal of Pesticide Science
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    • v.14 no.2
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    • pp.116-122
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    • 2010
  • This study was carried out to estimate the risk of pesticide operators who use high toxicological pesticides. The class II (highly hazardous) pesticides registered in korea were 15 products, and 11 products were spray type pesticides at orchard file in 2009. The using information based on the pesticide label and the data searched through survey of actual condition on pesticides were used for calculate the pesticide operator exposure dose. The risk quotients of these pesticides against the pesticides operator were calculated as devide pesticide exposure dose by reference dose which were presented by EFSA (European Food Safety Authority), JMPR (Joint FAO Meeting on Pesticide Residues), and US/EPA (United States Environmental Protection Agency). Omethoate showed the highest risk quotient and the values were 338 and 75 when the operator spray using speed sprayer and motor sprayer respectively. Risk quotients of all class II pesticide were above 1. This result means that the risk potential of these pesticides are very high.

A Survey on Nurses' Utilization of Computerization in Nursing Practice (간호사의 간호업무 전산화 활용에 대한 조사연구)

  • Rhee, In-Soon
    • Journal of Korean Academy of Nursing Administration
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    • v.5 no.2
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    • pp.209-224
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    • 1999
  • I have practiced this reserch for the purpose of proposition of basic data for amendment and addition of computer system after I surveyed the degree of abilities and satisfaction on the computerization in nursing\ practice. Subjects were collected from September 1 to September 30, 1998. Study subjects are 151 clinical nurses who are working at university hospital in Chonbuk area. Study instrument consists of 116 questionnaire which was developed by Kim H. K(1998). The data were analized number, mean ,t-test, ANOVA by using SPSS. The study results are as follows: 1. Most of the nurses who answered the questions were educated computerizing(96%). The abilities of computer program utilities were the most in inputting data(74%). The program nurses wanted computerizing education was wordprocess, dealing internet and statistics. 2. As for applying parts of computer system in nursing, the most nurses were Dr's order check (96%), treatment activity(91.4%), medication(89.4%), lab. test(87 .4%), transfering department(85.4%), transfering room(79.5%), diet(71.8%), discharge (70.2%), Barcord Sticker(70.2%) , reservation(62.2%) in order that were all conected order system mutually to other part. It showed that computer system was not applied for treating the original nursing work such as nursing record (13%), duty scheduling(6.0%) , nursing process(4.6%) , Q.I(1.3%), nursing research(1.3%), education(1.3%), 3. As for the benefit when computer system is applied for, the most respondence was promptness of work and convenience(90.6%) , exactness of work (82.8%), offering information exactily and efficiently(36.3%), offering good quality of nursing (6.0%) in order. 4. The degree of contentment on computerizing in nursing practice showed average 3.24%. The best marking item is that they are eager to participate in the computer education. Next, the automatic output of label and giving the number automatically is to prevent loss and mentioned items of patient registration from being changed(3.95) and to prevent mistakes possibly happening because of doctor's difficult order(3.85). 5. The problems which may happen to in nurses' utilization of computerization for the nursing practice showed average 3.18. The most problem is that the practice may stop because of the problem of computer itself(3.67), and the next, the indication of act can be imperfect(3.66) , manual training may overlap because of incomplete computerization (3.60), practical education for the computerizing is lack(3.41), and the computer literate nurses are lack(3.40) . 6. Study subject's contentment by age was significant difference(F=3.10,P=0.0119). Study subject's contentment by job posision was significant difference(F=6.001P=0.0034) I will propose the following according to the above results. The domain of original nursing practice is urgernt. Manual and indication of act should be made before long in computer obstacle. Nursing department should support the nurses so that they could receive the education needed for the nurses themselves.

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A Study on Sodium-related Dietary Attitude and Behaviors According to Sodium-related Nutrition Knowledge of University Students (일부 남녀 대학생의 나트륨 관련 영양지식에 따른 나트륨 식태도, 식행동에 관한 연구)

  • Kim, Mi-Hyun;Yeon, Jee-Young;Kim, Jong Wook;Byun, Jae-Eon;Bu, So-Young;Choi, Mi-Kyeong;Bae, Yun-Jung
    • Korean Journal of Community Nutrition
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    • v.20 no.5
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    • pp.327-337
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    • 2015
  • Objectives: Dietary life is closely associated with dietary attitude and diet-related knowledge. Particularly, dietary habit such as sodium intake can be affected by various dietary behaviors such as food choices, dietary attitude toward salty food and a preference for salty taste. The purpose of this study was to assess sodium-related nutrition knowledge and to identify sodium-related attitude and behaviors according to the level of sodium-related knowledge of university students. Methods: Anthropometric measurements were provided by 408 students who participated in this study. The study participants answered questionnaires to provide information on general dietary behaviors, sodium-related dietary attitude and other behavioral factors. A total score of nutrition knowledge was used to categorize study participants in to two groups, namely, low level in sodium-related knowledge (LNaK) or high level in sodium-related knowledge (HNaK) and the attitude and the behaviors of students toward sodium intake were compared between these two groups. Results: The ratio of female students in HNaK group was higher than that in the LNaK group. HNaK group had a higher score in checking nutrition label of processed food than the LNaK group. Total score of sodium-related attitude and behaviors of HNaK group were 34.81 and 32.75, respectively and these scores were significantly higher than that of the LNaK group whose scores were 32.57 and 30.57, respectively. Total energy intake was not different between two groups but the intakes of calcium, vitamin B2 and folate were higher in HNaK group than in the LNaK group. Correlation analysis adjusted for age and gender revealed that total score of sodium-related nutrition knowledge was positively correlated with total score of sodium-related attitude and behaviors. Conclusions: In conclusion, students who had high level of sodium-related nutrition knowledge had desirable attitude and behaviors toward sodium intake and these results can be considered in nutrition education for university students.

Parental Perception and Dietary Behaviors of Preschool Children with Environment-friendly Food Service in Kindergarten (유치원 친환경급식 실시에 따른 학부모의 인식도 및 유아의 식행동)

  • Bae, Ji Won;Oh, Myung Suk
    • Journal of the Korean Society of Food Culture
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    • v.27 no.6
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    • pp.646-658
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    • 2012
  • This study was conducted to investigate the differences in households, parental perception, and dietary behaviors of preschool children from kindergartens with environment-friendly food service (environment-friendly food service group; EFG) versus children from kindergartens with general food service (general food service group; GFG). We sought this basic information to examine the impact of environment-friendly agricultural products in preschool food services. Age, education level, and monthly family income of the EFG were significantly higher than the GFG. The frequency of purchasing environment-friendly agricultural products was significantly higher in the EFG than the GFG, with the most frequently purchased items in both groups being vegetables. The GFG had a significantly higher perception than the EFG in the superior quality of environment-friendly agricultural products; however, a greater proportion of the GFG than the EFG thought environment-friendly products were too expensive. The most frequent reason for purchasing environment-friendly agricultural products in both groups was safety. When purchasing environment-friendly agricultural products, the most important selection factor for the majority of both groups was the label certifying quality assurance. Both groups also considered price reduction as essential for promoting environment-friendly agricultural products. In regard to parental perceptions on food service in kindergarten, the EFG had a significantly higher satisfaction with the nutritional adequacy of the menu compared to the GFG. Both groups considered food safety and health as primary reasons for using environment-friendly foods in the preschool food service, with a greater proportion of the EFG than the GFG responding this way. There were significant differences between the EFG and GFG, as the main satisfaction from using environment-friendly foods in the EFG was safety, freshness, and good hygiene, whereas the main satisfaction in the GFG was a good food service menu, freshness and good hygiene. Dietary behaviors of preschool children in the EFG were also significantly superior to the GFG. Thus, environment-friendly agricultural products have positive effects on the dietary behaviors of preschool children and should be increased in the preschool food service. Lowering prices and a strict supervision of quality assurance is also necessary to promote consumption of environment-friendly food materials.

Traffic Attributes Correlation Mechanism based on Self-Organizing Maps for Real-Time Intrusion Detection (실시간 침입탐지를 위한 자기 조직화 지도(SOM)기반 트래픽 속성 상관관계 메커니즘)

  • Hwang, Kyoung-Ae;Oh, Ha-Young;Lim, Ji-Young;Chae, Ki-Joon;Nah, Jung-Chan
    • The KIPS Transactions:PartC
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    • v.12C no.5 s.101
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    • pp.649-658
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    • 2005
  • Since the Network based attack Is extensive in the real state of damage, It is very important to detect intrusion quickly at the beginning. But the intrusion detection using supervised learning needs either the preprocessing enormous data or the manager's analysis. Also it has two difficulties to detect abnormal traffic that the manager's analysis might be incorrect and would miss the real time detection. In this paper, we propose a traffic attributes correlation analysis mechanism based on self-organizing maps(SOM) for the real-time intrusion detection. The proposed mechanism has three steps. First, with unsupervised learning build a map cluster composed of similar traffic. Second, label each map cluster to divide the map into normal traffic and abnormal traffic. In this step there is a rule which is created through the correlation analysis with SOM. At last, the mechanism would the process real-time detecting and updating gradually. During a lot of experiments the proposed mechanism has good performance in real-time intrusion to combine of unsupervised learning and supervised learning than that of supervised learning.

A Study on On/Off Line Out-eating Behavior in Accordance Stress Label of the Culinary College Male Students (스트레스정도에 따른 남자대학생의 온라인.오프라인 외식 행동에 관한 연구)

  • Kim, Sook-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.1
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    • pp.207-215
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    • 2011
  • This study was about the relation of 129 differently stressed male college students's on or off-line contact behavior to out-eating places. We researched the subjects's obesity degree such as body fat percentage, body mass index, stress condition, and contact behavior to out-eating places. Subjects's average age was 20, height 174.9cm. More stress they felt, heavier their body weight was and more obese. 37.1% of Strongly stressed group, 28.8% of medium and 25% of normal stressed group felt severe depression. As the result of pearson correlation, stress condition was positively related with body weight, obese degree, body mass index(BMI) and exercise time. Body weight was positively related with obeses degree, BMI, and the amount of smoking and drinks. Strongly stressed group used more internet to search the information about out-eating places, they had more experience to search the homepage of out-eating places than other groups significantly. Strongly stressed group cared more about the sanity of out-eating places where they ate. and they were interested in various experiences than other groups. Strongly stressed group felt the tasty was the most important satisfying factor significantly and visited the out-eating place that satisfied them again than other groups.

A Study for Influence VMD Components on Commitment and Post-purchase Satisfaction within SPA Stores (SPA 매장의 VMD 구성요소가 몰입과 구매 후 만족에 미치는 영향)

  • Shin, Mi-Hyang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.6
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    • pp.2540-2550
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    • 2012
  • The purpose of this study to analysis influence commitment and post-purchase satisfaction on VMD components within SPA stores. VMD Components are consist of product directing and space directing as independent variables, we are empirical study on affective commitment and post product purchasing satisfaction. To validate the hypothesis by path analysis conducted between variables using SPSS 12.0 and LISREL8.7, the results are as follows : First, product directing and space directing have significant effect on commitment and post-purchase satisfaction. Second, commitment have significant effect on post-purchase satisfaction. Third, we found commitment have mediate effects from analysis direct affect and indirect affect of path coefficients. Contribution of this study to found VMD components consist of product directing and space directing are both important factors SPA stores, among them space directing is more important role commitment and after purchasing satisfaction. And that is based on emotion-cognitive theory by revalidation, these results are used on developing VMD strategy that is required at the time of practical and theoretical guidance of SPA stores.

Comparative Analysis of Local Green Tea in Korea by STS-RFLP (STS-RFLP법을 이용한 국내지역 재배녹차의 비교분석)

  • Cho, Kiu-Hyung;Jo, Aruna;Tsuge, Tomohiko;Kim, Jong-Cheol;Kim, Ru-Mi;Yoon, Ho-Sung;Kim, Gyung-Tae
    • Journal of Life Science
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    • v.20 no.9
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    • pp.1415-1419
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    • 2010
  • Consumption of green tea has increased along with increasing concern regarding healthier lifestyles, and many brands of green tea are sold with a label indicating the region of Korea in which the tea was produced. However, there is little information on identifying the difference between the green tea cultivars according to the region they were grown. Here, 9 green tea cultivars collected from Hadong region, Bosung region, China and Japan were subjected to the STS-RFLP analysis. Using the coding and noncoding DNA regions of genes related to the phenylpropanoid pathway, such as phenylalanine ammonia-lyase, chalcone synthase and dihydroflavonol 4-reductase, we have identified the differences between green tea cultivars according to the region they were grown in. In this study, we showed a STS-RFLP method of green tea analysis which easily distinguished different kinds of tea using the primers as described. In addition, we identified that the green tea cultivars from Hadong and Bosung displayed a different profile when PAL intron was digested with Dde I, suggesting that a rapid authentication system for green tea cultivars grown in different regions in Korea is available.

Blocking probability improvement for Lightpath Setup based on GMPLS (GMPLS망 기반의 광 경로 설정을 위한 블로킹율 개선 방안)

  • Im Song-Bin;Kim Kyoung-Mok;Oh Young-Hwan
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.41 no.12
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    • pp.41-49
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    • 2004
  • Increase of internet users and new types of applied traffics, have led to demand for more bandwidth for each application. Hence, the amount of internet traffic has risen sharply and it has demanded to use limited resources, such as wavelength and bandwidth, more effectively. These kind of needs can be satisfied with OXC(Optical cross-connects) based on GMPLS that carry out IP packet switching and wavelength switching at the same time and Provide very wide bandwidth. In RSVP-TE signaling of GMPLS studied by IETF. every lambda router in core network should be able to convert wavelength. So, lots of wavelength converters and needed and building and managing cost is high. Another problem is that optimized traffic is limited. In this paper We suggest strengthened GMPLS RSVP-TE signaling algorithm for a better lightpath setup. When setup signaling is blocked suggested algorithm does not send PathErr message to Edge Router, but looks for nearest lambda router which can convert wavelength and carry out setup signaling from that node. Such algorithm can reduce the chance of blocked lightpath setup signaling and provide effective arrangement of lambda router in core network by calculating proper number of wavelength converter.