• Title/Summary/Keyword: PLS

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Mass-Based Metabolomic Analysis of Lactobacillus sakei and Its Growth Media at Different Growth Phases

  • Lee, Sang Bong;Rhee, Young Kyoung;Gu, Eun-Ji;Kim, Dong-Wook;Jang, Gwang-Ju;Song, Seong-Hwa;Lee, Jae-In;Kim, Bo-Min;Lee, Hyeon-Jeong;Hong, Hee-Do;Cho, Chang-Won;Kim, Hyun-Jin
    • Journal of Microbiology and Biotechnology
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    • v.27 no.5
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    • pp.925-932
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    • 2017
  • Changes in the metabolite profiles of Lactobacillus sakei and its growth media, based on different culture times (0, 6, 12, and 24 h), were investigated using gas chromatography-mass spectrometry (MS) and liquid chromatography-MS with partial least squares discriminant analysis, in order to understand the growth characteristics of this organism. Cell and media samples of L. sakei were significantly separated on PLS-DA score plots. Cell and media metabolites, including sugars, amino acids, and organic acids, were identified as major metabolites contributing to the difference among samples. The alteration of cell and media metabolites during cell growth was strongly associated with energy production. Glucose, fructose, carnitine, tryptophan, and malic acid in the growth media were used as primary energy sources during the initial growth stage, but after the exhaustion of these energy sources, L. sakei could utilize other sources such as trehalose, citric acid, and lysine in the cell. The change in the levels of these energy sources was inversely similar to the energy production, especially ATP. Based on these identified metabolites, the metabolomic pathway associated with energy production through lactic acid fermentation was proposed. Although further studies are required, these results suggest that MS-based metabolomic analysis might be a useful tool for understanding the growth characteristics of L. sakei, the most important bacterium associated with meat and vegetable fermentation, during growth.

Development of Moisture Content Prediction Model for Larix kaempferi Sawdust Using Near Infrared Spectroscopy (근적외선 분광분석법을 이용한 낙엽송 목분의 함수율 예측 모델 개발)

  • Chang, Yoon-Seong;Yang, Sang-Yun;Chung, Hyunwoo;Kang, Kyu-Young;Choi, Joon-Weon;Choi, In-Gyu;Yeo, Hwanmyeong
    • Journal of the Korean Wood Science and Technology
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    • v.43 no.3
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    • pp.304-310
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    • 2015
  • The moisture content of sawdust must be measured accurately and controlled appropriately during storage and transportation because biological degradation could be caused by improper moisture. In this study, to measure the moisture contents of Larix kaempferi sawdust, the near-infrared reflectance spectra (Wavelength 1000-2400 nm) of sawdust were used as detection parameter. After acquiring the NIR reflection spectrum of specimens which were humidified at each relative humidity condition ($25^{\circ}C$, RH 30~99%), moisture content prediction model was developed using mathematical preprocessings (e.g. smoothing, standard normal variate) and partial least squares (PLS) analysis with the acquired spectrum data. High reliability of the MC regression model with NIR spectroscopy was verified by cross validation test ($R^2$ = 0.94, RMSEP = 1.544). The results of this study show that NIR spectroscopy could be used as a convenient and accurate method for the nondestructive determination of moisture content of sawdust, which could lead to optimize wood utilization.

The Effects of Personal, Environmental, SmartPhone Characteristics Factors on the SmartPhone Addiction Degrees and Daily Life of University Students (개인특성, 환경특성, 스마트폰특성이 대학생의 스마트폰 중독정도 및 일상생활의 변화에 미치는 영향력 분석)

  • Ahn, Hyun-Sook
    • Journal of Digital Convergence
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    • v.15 no.6
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    • pp.39-50
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    • 2017
  • This study examined what leads to smartphone addiction by looking into personal, environmental, and smartphone characteristics, to identify their influences on the degree of addiction and changes in daily life. Therefore, surveys were conducted on college undergraduates, who get easily addicted to smartphones The study hypotheses were evaluated through a structural equation model on a total of 370 collected survey questionnaires Findings revealed: first, with reference to personal characteristics, the more competent and highly related one is, the more negatively influenced one is in getting addicted to smartphones. Second, as for environmental characteristics, the bigger the social impact is, the more positively influenced one is on smartphone addiction. Third, among the characteristics of a smartphone, the ubiquity showed a positive influence on smartphone addiction. Lastly, the degree to which one is addicted to a smartphone has(either positive or negative) on the changes in one's daily life. These results are not intended to blindly inhibit smartphone use by highlighting the negative aspects of smartphones, but are expected to serve as basic data to develop a preventative and remedial program based on the degree of smartphone addiction.

The Influence of Dynamic Capabilities on the Competitive Capabilities and Performance of Export Venture Firms in Korea (기업의 동태적 역량이 경쟁능력 및 기업성과에 미치는 영향)

  • Hwang, Kyung-Yun;Sung, Eul-Hyun;Cho, Dae-Woo
    • Management & Information Systems Review
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    • v.37 no.1
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    • pp.19-40
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    • 2018
  • The purpose of this study is to analyze the effects of a firm's dynamic capabilities measured by sensing, seizing, transforming, coordinating, and learning capabilities on its competitive capabilities, such as product quality, process flexibility, delivery speed, and low cost. The relationship among dynamic capabilities, competitive capabilities, and export firm performance is set up as a research model based on empirical studies related to the existing dynamic capability perspective and competitive capabilities. To test this research model, this study collected 102 samples of data using a questionnaire survey on both manufacturing and exporting firms. The partial least squares method is used and the following results are derived from an empirical analysis. First, dynamic capabilities have a positive effect on competitive capabilities, such as product quality, process flexibility, delivery speed, and low cost. Second, product quality and process flexibility have a positive effect on export firm performance. Third, unlike previous research results, this study finds that the competitive capabilities of a firm in the areas of delivery speed and low cost do not significantly affect its performance. These findings provide meaningful implications for export venture firms that need to acquire and maintain competitive advantage in a rapidly changing environment.

Examining the Influencing Factors of Third-Party Mobile Payment Adoption: A Comparative Study of Alipay and WeChat Pay

  • Mu, Hong-Lei;Lee, Young-Chan
    • The Journal of Information Systems
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    • v.26 no.4
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    • pp.247-284
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    • 2017
  • Purpose The first purpose of this study is to investigate factors that are likely to influence user's intention to adopt third-party mobile payment platform. A comprehensive study about mobile payment services have used various variables to explain user's use intention based on the theory of reasoned action (TRA) or the theory of planned behavior (TPB). Variables such as simplicity, security, costs, relative advantage, individual mobility, subjective norm, trust, satisfaction, attitude towards use, perceived usefulness, perceived ease of use and so on. Among these factors, we expect to find out the most influential factors effecting user's use intention of the third-party mobile payment services. Second, we also examine whether the most influential factors have the same influence to different third-party mobile payment services by conducting comparative study of Alipay and WeChat Pay. Design/methodology/approach Empirical data for this study were collected from Chinese who has the experience using or have used Alipay or WeChat Pay. Participants needed to be familiar with Alipay or WeChat Pay because such users may be more aware of both the advantages and disadvantages of Alipay and WeChat Pay. We conduct a pilot test using Smart PLS 2.0, which includes 50 Alipay users and 82 WeChat Pay users. The result indicates that all the measurement fit for the context. And then 980 questionnaires were mainly sent out to the college students and the e-mails users randomly. To encourage participation, we give the participants a small gift as a present. Finally, we received a total of 683 replied. Data from respondents who gave incomplete or invalid answers were excluded to assure the validity of the constructs. 79 questionnaires were rejected, finally the valid data are 604 (with 372 Alipay users and 232 WeChat Pay users). Findings The results suggest that users' intention is determined by their trust on third-party mobile payment service and perceived usefulness of use. Comparative study results also indicated that the factors have different influence on Alipay group and WeChat Pay group, which offers a new aspect for academic field, and provides useful information to mobile payment service providers in China.

University Students' Starts-up Intention and Its Antecedents: Focusing on Entrepreneurship Education for Freshman Orientation (대학생의 창업의도에 미치는 영향요인에 대한 연구: 신입생 Orientation 기업가정신 교육을 중심으로)

  • Yu, Jum Suk;Suh, Chang Soo;Yu, Yon Ho;Kim, Young Soo
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.5
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    • pp.91-104
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    • 2016
  • The major results of the study are as follows: First, the accomplishement needs and academic self-efficacy enables students with start-up education through studying immersion and entrepreneurship to set up realistic objectives for personal life and resolving unpredictable problems. Second, creativity does not significantly affect studying immersion, but the higher the creativity of students participating in start-up education, the higher the entrepreneurship compare to studying immersion. Third, studying immersion has a significant impact on entrepreneurship, but has less impact on student's intention for start-up. Students with higher studying immersion through start-up education has higher entrepreneurship spirit and as a result, higher intention for start-up. Finally, the limitation of the study was that the sample was taken only from the freshman of Soonchunhyang University. Therefore, further study is needed for students from all university with start-up education.

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The Impact of CPO Characteristics on Organizational Privacy Performance (개인정보보호책임자의 특성이 개인정보보호 성과에 미치는 영향)

  • Wee, Jiyoung;Jang, Jaeyoung;Kim, Beomsoo
    • Asia pacific journal of information systems
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    • v.24 no.1
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    • pp.93-112
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    • 2014
  • As personal data breach reared up as a problem domestically and globally, organizations appointing chief privacy officers (CPOs) are increasing. Related Korean laws, 'Personal Data Protection Act' and 'the Act on Promotion of Information and Communication Network Utilization and Information Protection, etc.' require personal data processing organizations to appoint CPOs. Research on the characteristics and role of CPO is called for because of the importance of CPO being emphasized. There are many researches on top management's role and their impact on organizational performance using the Upper Echelon theory. This study investigates what influence the characteristics of CPO gives on the organizational privacy performance. CPO's definition varies depending on industry, organization size, required responsibility and power. This study defines CPO as 'a person who takes responsibility for all the duties on handling the organization's privacy,' This research assumes that CPO characteristics such as role, personality and background knowledge have an influence on the organizational privacy performance. This study applies the part relevant to the upper echelon's characteristics and performance of the executives (CEOs, CIOs etc.) for CPO. First, following Mintzberg and other managerial role classification, information, strategic, and diplomacy roles are defined as the role of CPO. Second, the "Big Five" taxonomy on individual's personality was suggested in 1990. Among these five personalities, extraversion and conscientiousness are drawn as the personality characteristics of CPO. Third, advance study suggests complex knowledge of technology, law and business is necessary for CPO. Technical, legal, and business background knowledge are drawn as the background knowledge of CPO. To test this model empirically, 120 samples of data collected from CPOs of domestic organizations are used. Factor analysis is carried out and convergent validity and discriminant validity were verified using SPSS and Smart PLS, and the causal relationships between the CPO's role, personality, background knowledge and the organizational privacy performance are analyzed as well. The result of the analysis shows that CPO's diplomacy role and strategic role have significant impacts on organizational privacy performance. This reveals that CPO's active communication with other organizations is needed. Differentiated privacy policy or strategy of organizations is also important. Legal background knowledge and technical background knowledge were also found to be significant determinants to organizational privacy performance. In addition, CPOs conscientiousness has a positive impact on organizational privacy performance. The practical implication of this study is as follows: First, the research can be a yardstick for judgment when companies select CPOs and vest authority in them. Second, not only companies but also CPOs can judge what ability they should concentrate on for development of their career relevant to their job through results of this research. Cultural social value, citizen's consensus on the right to privacy, expected CPO's role will change in process of time. In future study, long-term time-series analysis based research can reveal these changes and can also offer practical implications for government and private organization's policy making on information privacy.

The Impact of Cognitive Factors of IS Security Risk Management(ISM) on Awareness and Intention to Develop ISM (보안관리 인지 요인이 조직의 정보시스템 보안위험관리에 대한 인식 및 개발의지에 미치는 영향)

  • Kim, Sanghyun;Song, Youngmi
    • Information Systems Review
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    • v.14 no.2
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    • pp.21-46
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    • 2012
  • Organizations that make widely use of information technologies can be more efficient. But, the dependence of information technologies leads to an increase in threat of security. This is the reason why organizations are investing in security risk management (SRM) which is designed to protect of information assets. Noting a lack of empirical research in SRM, we investigate the key factors having a direct effect on performance of SRM. Particularly, this study focused on identifying factors influencing awareness of SRM and Intention to develop SRM in Organization. Based on relevant literature review, six motivating factors, including Behavior for Security Management, Compliance with Security Policy, perceived Benefits, Perceived Sacrifice, Social Pressure, Experience of Security Risks, were initially identified. The results indicated that most perception factors were positively related to Organization's intention to develop SRM and awareness of SRM, which then had positive impact on performance of SRM. But Perceived Sacrifice was not significantly related to two variables which is Organization's intention to develop SRM and awareness of SRM.

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A trend analysis of the cultivation status of medicinal crop farmers in Korea

  • Lee, Eun Song;An, Tae Jin;Park, Woo Tae;Jeong, Jin Tae;Lee, Yun Ji;Hur, Mok;Han, Jong Won;Han, Sin Hee;Kim, Young Guk;Park, Chun Geon;Chang, Jae Ki;Kim, Yong Il
    • Korean Journal of Agricultural Science
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    • v.47 no.1
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    • pp.139-161
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    • 2020
  • The aims of this study were to classify the cultivation status of medicinal crop farmers and to obtain basic data on domestic medicinal crops. To this end, 406 medicinal crop farmers participating in farming education programs in 14 cities and counties were surveyed over 10 months. The results were as follows. First, the biggest difficulty farmers faced in the overall production of medicinal crops was a lack of cultivation skills. Second, in a detailed inquiry about each difficulty item, the most difficult problems were injury by continuous cropping of root-using crops, shortage of specific farm machinery, uncertain market prices, and lack of knowledge about pest control or the positive list system (PLS). Third, the profitability of medicinal crops increased with career experience. Among the farmers who earned profits, requests for education and technical guidance were the most important factors for profitability. Fourth, the results of the analysis suggest that to achieve stable cultivation of medicinal crops, the following items need to be addressed: development and supply of basic cultivation technologies, climate response, registration of pest control pesticides, a solution to the injury by continuous cropping, and contracting cultivation expansion. Additionally, to improve profitability, it is necessary to create conditions that enable the same crops to grow for a long time in one region.

The Analysis of the Relationships between Environmental Factors and Environmental Performance of Distribution Companies (물류기업의 환경요인과 환경성과간의 관계 분석)

  • Noh, Mijin;Jang, Sunghee;Ahn, Hyunsook
    • Journal of Korea Port Economic Association
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    • v.30 no.3
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    • pp.141-161
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    • 2014
  • The Global economic development and high levels of industrialization force many companies to consider an adoption of GSCM. This study investigates characteristics of GSCM focused on the environmental management of distribution companies. The purposes of this study are as follows; first, we examine environmental factors of GSCM companies, and relationships between environmental factors and environmental performance. The environmental factors of GSCM companies were assorted into supplier, marketing, competitor, internal business environment, and eco-design. Second, we study the influences of environmental factors on the environmental performance in the GSCM companies according to the agility. 118 questionnaires collected from distribution companies based on GSCM, and the research model was tested by Smart PLS. The results of this study are as follows; first, the GSCM environmental factors like supplier, marketing, competitor, internal business environment, and eco-design had a positive effect on the environmental performance. Second, the environmental factors like marketing and competitor had a positive effect on the environmental performance according to the agility. These results could provide useful guidelines for distribution companies and academic implications for researchers.