• Title/Summary/Keyword: Partial least square analysis

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The Two Contrary Effects of Usage Habits on the Acceptance of a New IT: Lock-in and Expertise (사용 습관이 새로운 정보기술 수용에 미치는 두 가지 상반되는 효과: 전문성과 고착현상)

  • Lee, Woong-Kyu;Kim, Hyo-Jung
    • Knowledge Management Research
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    • v.12 no.5
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    • pp.11-23
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    • 2011
  • The objective of this study was to analyze the two contrary effects of usage habits on the acceptance of a new IT. The one is a positive one which may be caused by expertise from the repetitive usages of a current system while the other is a negative one which would be due to lock-in. For this purpose, this study suggested three hypotheses which account for not only the negative effect of the habit in current system on the intention of using a new system but also the positive moderation effects on both relationships of perceived usefulness and perceived ease of use with the intention of a new system. For the empirical tests of the hypotheses, this study surveyed acceptance of Google Docs for the users who have a habitual used word processor. The analysis by partial least square approach showed that the hypotheses were statistically supported.

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Determinants of Partner Opportunism in Distribution Channels: Relational Learning as a Control Mechanism (유통경로 구성원 간 파트너 기회주의의 결정요인과 통제기조로서의 관계학습)

  • Kim, Sang Deok
    • Knowledge Management Research
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    • v.13 no.3
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    • pp.37-54
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    • 2012
  • The purpose of this study is to investigate determinants of partner opportunism in Korean discount store distribution channels. In addition, this study also try to examine moderating role of relational learning in the relationship. This study deals with transaction specific investment asymmetry, mutual hostages, payoff inequity, cultural diversity, and goal incompatibilities as determinants of partner opportunism. For empirical testing, 293 respondents of suppliers of discount store in Korea were surveyed and the analysis utilizing partial least square model indicated that TSI asymmetry, payoff inequity, and goal incompatibilities had positive effects on partner opportunism. On the other hand, mutual hostages had negative effect on partner opportunism. In addition, relational learning had moderating effect on the relationship between TSI asymmetry, mutual hostages, and payoff inequity and partner opportunism.

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A Study on the Factors Affecting Government-Support ERP Systems Adoption for SMEs (중소기업의 정부지원형 ERP시스템 도입 영향요인에 관한 연구)

  • Choi, Young Eun;Park, Jong Pil;Lee, Eun-Kon
    • The Journal of Information Systems
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    • v.22 no.4
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    • pp.1-22
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    • 2013
  • Government initiatives are continuously being invested to nurture supporting business environment for small and medium sized enterprises (SMEs), such as government-support ERP systems project for SMEs. As such, scholars need to pay attention to SMEs can successfully adopt and manage government-support ERP systems. This study, therefore, conceptually developed and tested a research model for understanding what factors influence SMEs' intention to adopt government-support ERP systems. We obtained thirty samples from SMEs, which is organizational level, and data were analyzed using the partial least square (PLS) technique. The results of data analysis found that institutional pressure and resource dependence had positive effects on the adoption of government-support ERP systems. On the other hand, risk aversion of SMEs was found to have negative effects to adopt government-support ERP systems.

Effects of Brand Attachment and Perceived Aesthetic on Intention to Purchase New Smartphone (브랜드 애착과 지각된 심미성이 새로운 스마트폰에 대한 구매의도에 미치는 효과)

  • Lee, Woong-Kyu;Park, Jin-Hoon
    • The Journal of Information Systems
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    • v.23 no.4
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    • pp.147-168
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    • 2014
  • Consumer's switching behavior from incumbent smartphone to new one can be explained by not merely rational assessment but also affective aspects like aesthetic or pleasure and emotional points like attachment. but, in information system field, researches on affective.emotional factors relatively were insufficient and researches which focus on the perspective of the consumer were more scarcity. consumer's attachment to current smartphone brand and perceived aesthetic on new one would influence rational evaluation to switch or not. Therefore, this study investigates relationship between emotional factors on current smartphone and assessment of new one, in turn, we empirically analyzes purchase intention of the consumer. In order to prove the validity of the hypotheses, this study was applied longitudinal study and then conduct a survey of 212 smartphone users. The analysis results by Partial Least Square (PLS) approach showed that all hypotheses in this study were statistically supported.

Nondestructive Classification between Normal and Artificially Aged Corn (Zea mays L.) Seeds Using Near Infrared Spectroscopy

  • Min, Tai-Gi;Kang, Woo-Sik
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.53 no.3
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    • pp.314-319
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    • 2008
  • Near infrared (NIR) spectroscopy was used to classify normal and artificially aged nonviable corn (Zea mays L., cv. 'Suwon19') seeds. The spectra at 1100-2500nm were scanned with normal and artificially aged single seeds and analyzed by principle component analysis (PCA). To discriminate normal seeds from artificially aged seeds, a calibration modeling set was developed with a discriminant partial least square 2 (PLS 2) method. The calibration model derived from PLS 2 resulted in 100% classification accuracy of normal and artificially aged (aged) seeds from the raw, the 1st and 2nd derivative spectra. The prediction accuracy of the unknown normal seeds was 88, 100 and 97% from the raw, the $1^{st}$ and $2^{nd}$ derivative spectra, and that of the unknown aged seeds was 100% from all the raw, the $1^{st}$ and $2^{nd}$ derivative spectra, respectively. The results showed a possibility to separate corn seeds into viable and non-viable using NIR spectroscopy.

Development of Project Management Index to Improve Defense Project Management Capabilities (국방 사업관리 능력 향상을 위한 사업관리지수 개발)

  • Han, Hong-Kyu;Choi, Seok-Cheol
    • Journal of the Korea Institute of Military Science and Technology
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    • v.13 no.5
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    • pp.831-840
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    • 2010
  • The management systems of defense projects need to be well-maintained because of huge cost and long-terms of acquisition & operation in conducting defense acquisition. In this paper, we use a structural equation model(SEM) to develop an project management index(PMI) for effective defense project. The concept of a customer satisfaction index is used to assess the PMI for strategic improvement plans for various characteristics of project management. It is expected that our model can be used to evaluate and improve the project management capability of defense acquisition.

Real-time Spectroscopic Methods for Analysis of Organic Compounds in Water

  • Kim, Chihoon;Ji, Taeksoo
    • Current Optics and Photonics
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    • v.3 no.4
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    • pp.336-341
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    • 2019
  • This paper proposes an optical system where the organic compound content in water is determined by using an ultraviolet (UV) LED (280 nm) and photodetector. The results obtained by the proposed prototype LED spectroscopy system, which includes a single photodetector and two parallel sample holders, are calculated by applying partial least square regression; the values are highly correlated with the actual concentrations of potassium hydrogen phthalate solutions, with an adjusted coefficient of determination about 0.996. Moreover, the total organic carbon values derived from the UV-Vis spectrometer of real samples (lake, river and sea water) differed little from those obtained by the LED spectroscopy. We confirm that the fast, sensitive, and compact LED sensor system can be readily configured for real-time monitoring of organic compounds in water.

Affective Response to Feelings of Password Fatigue by Password Change Requirements

  • Sang Cheol Park
    • Asia pacific journal of information systems
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    • v.33 no.3
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    • pp.603-623
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    • 2023
  • While prior work has conducted individuals' password security behavior, there is a relatively neglect to examine individuals' affect and feelings of password fatigue in password change context. Therefore, this study explicated individuals' affective response to the feelings of password fatigue by drawing on several theoretical lens. Survey data collected from 267 users were used to test the model using partial least square analysis. This study found that feelings of password fatigue positively affected the negative password fatigue-induced affect, and also both the feelings of password fatigue and the negative password fatigue-induced affect were negatively related to attitude toward changing passwords, which in turn, leads to the intention to change passwords. Furthermore, this study found that shadow work recognition negatively moderated the relationship between attitude and behavioral intention. This study could offer a new theoretical perspective to understand an individual's security behavior and provide empirical evidences for practitioners in charge of IT security in organizations.

The moderating effects of organizational culture on the relationship among open information innovation, strategic alliance and export performance of SMEs (중소 수출기업의 개방형 정보 혁신, 전략적 제휴, 수출성과의 관계에서 조직문화의 조절효과)

  • Cho, Yeon-Sung;Khoe, Kyung-Il
    • Journal of Convergence for Information Technology
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    • v.8 no.2
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    • pp.219-225
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    • 2018
  • The objectives of this study is to analyze the impact of open information innovation which consisted of external technology acquisition and external technology exploitation on export performance by integrating with strategic alliance factors. This study empirically analyzed six hypotheses in 201 sample using the PLS (Partial Least Square) of the structural equation model to verify the moderating effects of organizational culture on the relationship among open information innovation, strategic alliance and export performance. As a result, external technology acquisition dose not affect strategic alliances. On the other hand, external technology exploitation has a positive impact on strategic alliances. Strategic alliances also have a positive impact on export performance. As a result of the moderating effect analysis, the interaction between organizational culture and external technology acquisition has positively influenced strategic alliances. In addition, the moderating effect of organizational culture and external technology exploitation has a significant effect on strategic alliances. However, moderating effect of organizational culture and strategic alliance dose not affect export performance. This study has a contribution to the analysis of the moderating effects of organizational culture. In the future, integrated analysis of open information innovation and external factors is needed.

The Impacts of Entrepreneurships on Learning Competence and Export Performance of INVs: the Moderating Effect of Environmental Factors (국제신벤처기업의 기업가정신, 학습역량, 수출성과의 관계에서 외부환경 요인의 조절 효과)

  • Cho, Yeon-Sung
    • International Area Studies Review
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    • v.16 no.3
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    • pp.3-25
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    • 2012
  • This study is to look at the relationship of entrepreneurship(innovativeness, risk-taking), the learning competence, environmental factors(the domestic market hostility, the speed of technological change) and export performance in international new ventures(INVs). In addition, the integrated model is constructed for the purpose of analysis of the moderating effects of environmental factors. Through the existing investigation, nine hypotheses are set up. PLS(Partial Least Square) analysis method is used to sample of 115 INVs. Analysis, the two elements of entrepreneurship influenced the positive(+) in the learning competence and export performance. And the relationship of learning competence and export performance is significant. In the moderating effects, only the domestic market hostility has a significant moderating effects between the learning competence and innovativeness. The results of this research shows that innovativeness influence the learning competence playing a positive role in the performance in the domestic market is higher. This point illustrates the practical implications of the importance of innovation in learning empowerment.