• 제목/요약/키워드: Group Recommendation

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The Effect of BuOH Fraction of Polygonatum odoratum with Selenium on Blood Glucose Level and Lipid Peroxidation in Streptozotocin Induced Diabetic Rats (둥굴레 분획물과 Selenium이 Streptozotocin 유발 당뇨 흰쥐의 혈당수준과 지질과산화에 미치는 영향)

  • 임숙자
    • Journal of Nutrition and Health
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    • v.33 no.7
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    • pp.703-711
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    • 2000
  • The purpose of this study was to investigate the effect of butanol(BuOH) fraction of Polygonatum odoratum with selenium tr-eatment on blood glucose levels and lipid peroxidations in streptozotocin(STZ) induced diabetric rats. Male Sprague-Dawly rats weighing(180-200g) were divided into five groups : normal STZ-control and three expreimental groups(P, odoratum group P, odo-Se group and Se group) Diabetes mellitus was induced by injection STZ in the tail vein at the dose of 45mg/kg B.W The BuOH fraction of Polygonatum odoratum(500mg/kg. B,W) given orally administered for 14 days. The Se treated group were fed a AIN-76 recommendation diet mixed with Na2Seo3(2mg/kg diet). Diabetic rats showed the lower weight gain compared to the normal rats. the plasma glucose levels of the P. odo-Se group were significantly lower than the other experimental groups. The plasma cholesterol levels were higher in STZ-control and Se groups compared toP.odoratum and P. odo-Se groups and HDL-cholesterol levels were increased in the diabetic experimental groups fed on BuOH fraction of P. odoratum with Se supplementation. The liver and muscle glycogen levels were not significantly differ among all groups. The plasma free fatty acid levels were lower in diabetic experimental groups fed on BuOh fraction of P. odoratum or Se sup-plementation than STZ-control and Se groups. Diabetics rats showed the higher levels of triglyceride in plasma andlower levels in liver compared with the normal group. Supplementation with Se decreased significantly the liver triglyceride level. The MDA levels in liver and kidney were significantly reduced in all the experimental groups. In conclusion administration of BuOH fraction of Polygonatuum odoratum with selenium supplementation reduced blood glucose levels and peroxdative tissue damage in STZ induced diabetic rats showing the possibility of preventiave and therapeutic use of the wild edible plant to the diabetes mellitus.

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Posttraumatic Stress in Fire fighters (소방대원의 외상후 스트레스 실태)

  • Koh, Bong-Yeun
    • The Korean Journal of Emergency Medical Services
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    • v.12 no.3
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    • pp.5-15
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    • 2008
  • Purpose : This study is a descriptive research to provide basic factors of posttraumatic stress in Firefighters. This study was carried out to develop the effective program for the fire fighters to cope with the posttraumatic stress following the disasters. Methods : The questionnaires were collected among fire fighters who serviced in K and I community from April 1 to June 30 in 2008. Total 304 questionnaires were analyzed by SPSS WIN program for descriptive statistics, Pearson's correlation coefficient and t-test. Results : 1. 48.0% of 300 fire fighters were at the age of 31-40, and 42.3% were under 30. 2. Work burden had a significant difference of 2.30 in low-risk group, 2.60 in high-risk group(t-value=-3.85, p=0.00). However, life event had no significant difference 0.79 event in low-risk group, 1.41 event in high-risk group(t-value=-2.27, p=0.24). 3. Concerning posttraumatic stress factors, there was positive correlation between mobilization impact level r=0.38(P<0.01), work burden r=0.38(p<0.01), and life event r=0.27(p<0.01). 4. According to the Symptom Check List-Revised(SCL-90-R), somatization had a significant differences(t-value=5.46, p=0.00), obsessive-compulsive(t-value=7.16, p=0.00), interpersonal sensitivity(t-value=6.15, p=0.00), depression(t-value=6.62, p=0.00), anxiety (t-value=7.33, p=0.00), hostility(t-value=5.94, p=0.00), phobia anxiety(t-value=6.85, p=0.00), paranoid ideation(t-value=5.55, p=0.00), psychotism(t-value=6.52, p=0.00) in low-risk and high-risk group. Conclusion : As a consequence, mobilization impact, work burden, and life event were the influential factors on posttraumatic stress. Also, high-risk group revealed significantly higher score on all 9 scales. The information obtained from surveys made recommendation to develop the intervention of stress management to control mobilization impact and posttraumatic stress.

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The persuasive impact of advertorial that promotes consumer's potential for conflict : Focusing on the case of PCA (소비자의 분쟁 유발 가능성을 촉진하는 기사형 광고의 설득 영향: 언론 중재 위원회의 시정 권고 심의 대상을 중심으로)

  • Kim, Jea-young
    • Journal of Arbitration Studies
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    • v.31 no.2
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    • pp.99-118
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    • 2021
  • The participants in this study were university students, who are millennials and familiar with various devices and SNS enabling hyper connection, such as smartphones, the Internet, and the Internet of Things. People are sustaining their relationships with others by using the latest technology and cutting-edge devices at will. Some purchases are made at offline stores through online information, but products are checked through offline stores and purchased online. The MZ generation, which does not always have a fixed and constant behavioral response pattern, was considered a participant in this study because the response pattern may vary depending on one's tendency to avoid uncertainty. As a result of experimenting with the MZ generation, similar results were found in all dependent variables. Advertorial and general ads treated as independent variables affected the participants' tendency to avoid uncertainty. In other words, uncertainty avoidance tendency and interaction effect were found as a result of verifying the effects on the dependent variable of ads type. In an advertorial, the group with low uncertainty avoidance tendencies showed higher dependent variable effects than the group with high uncertainty avoidance tendencies; in general ads, uncertainty avoidance tendencies were higher. The higher group showed higher dependent variable effects than the lower group. Therefore, the group with a low tendency to avoid uncertainty has a high level of dependent variable effects in the advertorial, and the group with high uncertainty avoidance tendency performs self-interpretation in general ads.

The Research on Recommender for New Customers Using Collaborative Filtering and Social Network Analysis (협력필터링과 사회연결망을 이용한 신규고객 추천방법에 대한 연구)

  • Shin, Chang-Hoon;Lee, Ji-Won;Yang, Han-Na;Choi, Il Young
    • Journal of Intelligence and Information Systems
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    • v.18 no.4
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    • pp.19-42
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    • 2012
  • Consumer consumption patterns are shifting rapidly as buyers migrate from offline markets to e-commerce routes, such as shopping channels on TV and internet shopping malls. In the offline markets consumers go shopping, see the shopping items, and choose from them. Recently consumers tend towards buying at shopping sites free from time and place. However, as e-commerce markets continue to expand, customers are complaining that it is becoming a bigger hassle to shop online. In the online shopping, shoppers have very limited information on the products. The delivered products can be different from what they have wanted. This case results to purchase cancellation. Because these things happen frequently, they are likely to refer to the consumer reviews and companies should be concerned about consumer's voice. E-commerce is a very important marketing tool for suppliers. It can recommend products to customers and connect them directly with suppliers with just a click of a button. The recommender system is being studied in various ways. Some of the more prominent ones include recommendation based on best-seller and demographics, contents filtering, and collaborative filtering. However, these systems all share two weaknesses : they cannot recommend products to consumers on a personal level, and they cannot recommend products to new consumers with no buying history. To fix these problems, we can use the information which has been collected from the questionnaires about their demographics and preference ratings. But, consumers feel these questionnaires are a burden and are unlikely to provide correct information. This study investigates combining collaborative filtering with the centrality of social network analysis. This centrality measure provides the information to infer the preference of new consumers from the shopping history of existing and previous ones. While the past researches had focused on the existing consumers with similar shopping patterns, this study tried to improve the accuracy of recommendation with all shopping information, which included not only similar shopping patterns but also dissimilar ones. Data used in this study, Movie Lens' data, was made by Group Lens research Project Team at University of Minnesota to recommend movies with a collaborative filtering technique. This data was built from the questionnaires of 943 respondents which gave the information on the preference ratings on 1,684 movies. Total data of 100,000 was organized by time, with initial data of 50,000 being existing customers and the latter 50,000 being new customers. The proposed recommender system consists of three systems : [+] group recommender system, [-] group recommender system, and integrated recommender system. [+] group recommender system looks at customers with similar buying patterns as 'neighbors', whereas [-] group recommender system looks at customers with opposite buying patterns as 'contraries'. Integrated recommender system uses both of the aforementioned recommender systems to recommend movies that both recommender systems pick. The study of three systems allows us to find the most suitable recommender system that will optimize accuracy and customer satisfaction. Our analysis showed that integrated recommender system is the best solution among the three systems studied, followed by [-] group recommended system and [+] group recommender system. This result conforms to the intuition that the accuracy of recommendation can be improved using all the relevant information. We provided contour maps and graphs to easily compare the accuracy of each recommender system. Although we saw improvement on accuracy with the integrated recommender system, we must remember that this research is based on static data with no live customers. In other words, consumers did not see the movies actually recommended from the system. Also, this recommendation system may not work well with products other than movies. Thus, it is important to note that recommendation systems need particular calibration for specific product/customer types.

Utilization of Demographic Analysis with IMDB User Ratings on the Recommendation of Movies (IMDB 사용자평점에 대한 인구통계학적 분석의 활용)

  • Bae, Sung Moon;Lee, Sang Chun;Park, Jong Hun
    • The Journal of Society for e-Business Studies
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    • v.19 no.3
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    • pp.125-141
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    • 2014
  • Nowadays, overflowing data produced every second from the internet make people to be difficult to search for the useful information. That's why people have invented and developed unique tools that they get some relevant information. In this paper, the recommender system, one of the effective tools, is used and it helps us to get the useful information that we want by using demographic information to predict new items of interest. The demographic recommender system in this paper computes users' similarity using demographic information, age and gender. So we performed demographic analysis on movie ratings on Internet Movie Database (IMDB) web site that movies are rated by thousands of people, where users submitted a movie rating after they watched a recent popular film. Meanwhile, we can understand that user's ratings, among various determinants of box office, is very essential factor in the study on recommendation of movie. This paper is aimed at analyzing movie average ratings directly given by film viewers, categorizing them into groups by sex and age, investigating the entire group and finding the representative group by examining it with F-test and T-test. This result is used to promote and recommend for the target group only. Therefore, this study is considerably significant as presenting utilization for movie business as well as showing how to analyze demographic information on movie ratings on the web.

Consumer Survey of Calcium Fortified Biscuits Depending on the Differentiated Whole Grain Ratio (통밀 비율에 따른 칼슘강화 비스킷의 소비자 조사 -20대 여대생을 중심으로-)

  • Kwak, Ji-Min;Lee, Ji-O;Im, Bo-Mi;Oh, Ji-Eun
    • The Journal of the Korea Contents Association
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    • v.19 no.8
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    • pp.106-114
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    • 2019
  • The study was conducted to investigate the effect of whole-wheat ratio and nutrition information provision on purchasing behavior and consumer intention among individuals in their twenties who lack calcium intake. In the end, this study aims to provide basic data on the development and marketing strategy of customized nutrition-reinforced snacks. Regarding whole wheat ratios, the acceptance of taste of whole wheat flour was highest in ZF but didn't seem significant difference with HF's. The familiarity of taste and flavor (P <0.001), purchase intention (p <0.001) and recommendation intention (p <0.001) were higher in order of ZF, HF and TF. Regarding information provision, familiarity of taste and flavor (P <0.05), purchase intention (p <0.05) and recommendation intention (p <0.05) were higher in order of detailed information group, non - information group and simple information group. Therefore, developing calcium-fortified biscuit, mixing whole wheat flour with normal flour might reduce consumer's resistance, Also, providing detailed information on the degree of fortification of calcium and dietary fiber might cause a synergistic effect on consumption.

The Effect of Cosmetics Selection Attributes Focusing on Consumer's Deal Proneness on Consumer's Purchase Propensity and Recommend Intention: Multi-Group Analysis of Information Sources (소비자 할인추구성향에 초점을 둔 화장품 선택속성이 구매의도와 추천의도에 미치는 영향: 정보원천에 대한 다중모집단분석)

  • Ganbold, Gandulam;Jang, Hyeongyu
    • The Journal of the Korea Contents Association
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    • v.21 no.6
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    • pp.81-93
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    • 2021
  • This study examined the effects of cosmetic selection attributes on consumers' purchase propensity and recommend intention. In addition, the moderating effect according to the consumer's deal proneness was verified. Finally, a multi-group analysis was conducted to verify the difference in the research model path according to the information source. Through this study, the selection attributes of consumers who purchase cosmetics were clarified. This study aims to meet the needs and demands of the related industry for more detailed and effective strategic insights by clarifying the structure of the influence of these selection attributes on purchase intention and recommendation intention according to the discount purchase intention. In order to achieve the research objectives due to this necessity, a questionnaire of 258 Korean female consumers was collected and used for research. The analysis results showed that product selection attributes, purchase intention, and recommendation intention all had a positive influence. As a result of analyzing the moderation effect according to the consumer's Deal Proneness, the results showed a moderating effect between the selection attribute and the purchase propensity, the selection attribute and the recommend intention, and the purchase propensity and the recommend intention. Finally, it was partially adopted as a result of conducting a multi-group analysis to verify whether individual paths of the model differ according to information sources.

A Study on the Influence of IT Education Service Quality on Educational Satisfaction, Work Application Intention, and Recommendation Intention: Focusing on the Moderating Effects of Learner Position and Participation Motivation (IT교육 서비스품질이 교육만족도, 현업적용의도 및 추천의도에 미치는 영향에 관한 연구: 학습자 직위 및 참여동기의 조절효과를 중심으로)

  • Kang, Ryeo-Eun;Yang, Sung-Byung
    • Journal of Intelligence and Information Systems
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    • v.23 no.4
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    • pp.169-196
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    • 2017
  • The fourth industrial revolution represents a revolutionary change in the business environment and its ecosystem, which is a fusion of Information Technology (IT) and other industries. In line with these recent changes, the Ministry of Employment and Labor of South Korea announced 'the Fourth Industrial Revolution Leader Training Program,' which includes five key support areas such as (1) smart manufacturing, (2) Internet of Things (IoT), (3) big data including Artificial Intelligence (AI), (4) information security, and (5) bio innovation. Based on this program, we can get a glimpse of the South Korean government's efforts and willingness to emit leading human resource with advanced IT knowledge in various fusion technology-related and newly emerging industries. On the other hand, in order to nurture excellent IT manpower in preparation for the fourth industrial revolution, the role of educational institutions capable of providing high quality IT education services is most of importance. However, these days, most IT educational institutions have had difficulties in providing customized IT education services that meet the needs of consumers (i.e., learners), without breaking away from the traditional framework of providing supplier-oriented education services. From previous studies, it has been found that the provision of customized education services centered on learners leads to high satisfaction of learners, and that higher satisfaction increases not only task performance and the possibility of business application but also learners' recommendation intention. However, since research has not yet been conducted in a comprehensive way that consider both antecedent and consequent factors of the learner's satisfaction, more empirical research on this is highly desirable. With the advent of the fourth industrial revolution, a rising interest in various convergence technologies utilizing information technology (IT) has brought with the growing realization of the important role played by IT-related education services. However, research on the role of IT education service quality in the context of IT education is relatively scarce in spite of the fact that research on general education service quality and satisfaction has been actively conducted in various contexts. In this study, therefore, the five dimensions of IT education service quality (i.e., tangibles, reliability, responsiveness, assurance, and empathy) are derived from the context of IT education, based on the SERVPERF model and related previous studies. In addition, the effects of these detailed IT education service quality factors on learners' educational satisfaction and their work application/recommendation intentions are examined. Furthermore, the moderating roles of learner position (i.e., practitioner group vs. manager group) and participation motivation (i.e., voluntary participation vs. involuntary participation) in relationships between IT education service quality factors and learners' educational satisfaction, work application intention, and recommendation intention are also investigated. In an analysis using the structural equation model (SEM) technique based on a questionnaire given to 203 participants of IT education programs in an 'M' IT educational institution in Seoul, South Korea, tangibles, reliability, and assurance were found to have a significant effect on educational satisfaction. This educational satisfaction was found to have a significant effect on both work application intention and recommendation intention. Moreover, it was discovered that learner position and participation motivation have a partial moderating impact on the relationship between IT education service quality factors and educational satisfaction. This study holds academic implications in that it is one of the first studies to apply the SERVPERF model (rather than the SERVQUAL model, which has been widely adopted by prior studies) is to demonstrate the influence of IT education service quality on learners' educational satisfaction, work application intention, and recommendation intention in an IT education environment. The results of this study are expected to provide practical guidance for IT education service providers who wish to enhance learners' educational satisfaction and service management efficiency.

A Study on Eating Out Behaviors of Adults in Jeonju Classified by Age (전주지역 성인의 연령별 외식행태에 관한 연구)

  • Yang Hyang-Sook;Lee Ji-Eun;Rho Jeong-Ok
    • Korean Journal of Human Ecology
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    • v.9 no.2
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    • pp.75-83
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    • 2006
  • This study was carried out to investigate the eating out behaviors of adults in Jeonju area. A total of 500 adults were surveyed by questionnaires during January 2004. The subjects were aged 20 to over 50 years, and were classified into 4 groups (age $20{\sim}29,\;30{\sim}39,\;40{\sim}49$, and over 50). The data were analyzed using the SPSS 10.0 program. The results are summarized as follows: 78.2% of adults aged 50 and over answered they are 'eats three meals every day' (p<0.05). Breakfast was skipped in 73.3% of $20{\sim}29$ age group(p<0.001). As the age goes up, three meals and breakfast ratio were high. The highest frequency to dine out with a subjects were 2 or 3times a month(31.2%). About 40% of the $30{\sim}39$ age group spent daily $20,000{\sim}30,000$ Won for eating out. Korean foods were the most preferred menu for eating out in $40{\sim}49$ age group(p<0.001). Taste of food was the most important factor in selecting the menu (57.2%). Major source of restaurant information was recommendation by friends or relatives in $20{\sim}29$ age group(p<0.001). Dinner eat out was most frequent(45%) and lunch eat out on dinner eat out was 29%. Especially, 65.8% of $30{\sim}39$ age group was highest.

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Detection and Evaluation Technique of Hydrogen Attack (수소손상 검출과 평가기술)

  • Won, Soon-Ho;Hyun, Yang-Ki;Lee, Jong-O;Cho, Kyung-Shik;Lee, Jae-Do
    • Journal of the Korean Society for Nondestructive Testing
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    • v.22 no.1
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    • pp.32-37
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    • 2002
  • The presence of hydrogen in industrial plants is a source of damage. Hydrogen attack is one such form of degradation and often causing large tube ruptures that necessitate an immediate shutdown. Hydrogen attack may reduce the fracture toughness as well as the strength of steels. This reduction is caused partially by the presence of cavities and microcracks at the grain boundaries. In the past several techniques have been used with limited results. This paper describes the application of an ultrasonic velocity and attenuation in hydrogen damage. Ultrasonic tests showed a decrease in wave velocity and an increase in attenuation. Such results demonstrate the potential for ultrasonic nondestructive testing to quantify damage. Based on this study, reliable recommendation is suggested to detect hydrogen attack.