• 제목/요약/키워드: PLS(partial least squares)

검색결과 386건 처리시간 0.028초

Characteristics of Doenjang (Soybean Paste) Fermented with Multiple Starters Including Tetragenococcus halophilus

  • Ji Yeon Yoo;Dong Sin Kim;Tae Jin Kim;Yun Ji Kang;Min Jae Kim;Jeong Hwan Kim
    • 한국미생물·생명공학회지
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    • 제51권2호
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    • pp.147-156
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    • 2023
  • Tetragenococcus halophilus CY54, an isolate from jeotgal, grows best in media with 5% NaCl and can grow at 18% and higher salt concentration. Three different doenjang samples were prepared with multiple starters including T. halophilus CY54. TBZA doenjang was prepared with T. halophilus, Bacillus subtilis, Zygosaccharomyces rouxii and Aspergillus oryzae. BZA doenjang was prepared with the same 3 starters except T. halophilus. KACC doenjang was prepared with a single starter, B. subtilis KACC16750. During 16 weeks of fermentation at 25℃, the viable counts were maintained in the range of 7-8 log CFU/g in all 3 samples. As fermentation progressed, pH decreased and titratable acidity (TA) gradually increased. Crude protein contents decreased slightly. TBZA doenjang showed higher amino-type nitrogen (ANN) and volatile basic nitrogen (VBN) contents, and KACC doenjang showed higher ammonia-type nitrogen (AMN) content. TBZA doenjang showed higher fibrinolytic and protease activity than other doenjang samples. Metabolites analyses by GC/MS showed that doenjang samples were separated from each other by partial least squares-discriminant analysis (PLS-DA) analysis. Seventeen major metabolites involved in the differences between samples were identified and they included organic acids, amino acids, sugars, fatty acids and alcohols. TBZA doenjang showed higher contents for most metabolites responsible for flavor and taste of fermented foods including doenjang. These results showed that T. halophilus could be useful as a starter for doenjang and can improve the product quality by accelerating the fermentation processes.

온라인 식료품 소비자의 그림자노동인식이 모바일 쇼핑회피와 전환행동에 미치는 영향 (Impacts of e-Grocery Consumers' Shadow Work on Mobile Shopping Avoidance and Switching Behavior)

  • 박상철;김종욱
    • 경영정보학연구
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    • 제23권4호
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    • pp.165-182
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    • 2021
  • 코로나19는 소비자의 소비패턴을 비대면 방식으로 전환시켰다. 소비패턴이 디지털화되면서 소비자는 자신이 스스로 해야 하는 일들이 수반되는 이른바 그림자노동을 수행하는 것이 일상이 되었다. 온라인 식료품 서비스 이용 과정에서 소비자가 그림자노동을 인식한다면, 이는 온라인 쇼핑 회피는 물론 다른 채널로의 전환에도 영향을 줄 수 있다. 이에 본 연구에서는 소비자의 그림자노동인식이 모바일 쇼핑회피와 채널전환의도에 어떠한 영향을 미치는지를 검증하고자 한다. 본 연구는 식료품 구독 서비스 경험이 있는 소비자 283명을 대상으로 온라인 설문조사를 통해 연구자료를 수집하고 PLS 분석을 통해 그림자노동인식에 대한 효과를 검증하였다. 분석결과, 사용자의 그림자노동인식은 모바일 쇼핑회피는 물론 채널전환의도에 긍정적인 영향을 미치는 것으로 나타났으며, 모바일 쇼핑회피 또한 채널 전환의도에 긍정적인 영향을 미치는 것으로 나타났다. 본 연구의 결과는 그림자노동 관련 연구와 모바일 쇼핑 서비스관련 연구분야에 학문적 기여가 가능하며, 플랫폼 및 큐레이션 기업에 실무적 시사점을 제안할 수 있다.

A Case Study of Decision-Making Towards Using Online Food Distribution Services After Covid-19 In Vietnam

  • Thuc Duc TRAN;Thong Van PHAM;Phu Cam Thi NGUYEN;Loc Tan LOUIS;Ngoc Nhu Thi LE
    • 유통과학연구
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    • 제22권3호
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    • pp.33-47
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    • 2024
  • Purpose: Most emerging-market countries are concerned about the technology boom, which is accompanied by an increase in revenue from online sales and services. This finding has been demonstrated during the COVID-19 pandemic; however, is this tendency continuing in the new normal, and what factors are driving the increase in consumer decisions? The purpose of this research is to investigate how the decision to utilize online services will be affected in the new normal as well as propose a new research approach in this field. Research Design, Methodology and Approach: By following a deductive research method associated with positivist philosophy, a survey in South Vietnam with 426 respondents using a convenience sampling method was conducted. The reliability of the measurement scales was examined by using the SPSS program. The SmartPLS programme was utilised to assess the measurement and structural models as well as test hypotheses by using partial least squares structural equation modelling. Results: According to the research findings, decision-making has been impacted by social influences, perceived usefulness, perceived ease of use, perceived trust, perceived price, and perceived convenience. Conclusions: The research results also bring significant contributions not only in practice in providing management implications but also in theory. The research model has also demonstrated the feasibility of employing the stimuli-organism-response framework and combining the theory of perceived risk with the technology acceptance model via the explanation of decision-making.

PLS 경로모형을 이용한 IT 조직의 BSC 성공요인간의 인과관계 분석 (A PLS Path Modeling Approach on the Cause-and-Effect Relationships among BSC Critical Success Factors for IT Organizations)

  • 이정훈;신택수;임종호
    • Asia pacific journal of information systems
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    • 제17권4호
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    • pp.207-228
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    • 2007
  • Measuring Information Technology(IT) organizations' activities have been limited to mainly measure financial indicators for a long time. However, according to the multifarious functions of Information System, a number of researches have been done for the new trends on measurement methodologies that come with financial measurement as well as new measurement methods. Especially, the researches on IT Balanced Scorecard(BSC), concept from BSC measuring IT activities have been done as well in recent years. BSC provides more advantages than only integration of non-financial measures in a performance measurement system. The core of BSC rests on the cause-and-effect relationships between measures to allow prediction of value chain performance measures to allow prediction of value chain performance measures, communication, and realization of the corporate strategy and incentive controlled actions. More recently, BSC proponents have focused on the need to tie measures together into a causal chain of performance, and to test the validity of these hypothesized effects to guide the development of strategy. Kaplan and Norton[2001] argue that one of the primary benefits of the balanced scorecard is its use in gauging the success of strategy. Norreklit[2000] insist that the cause-and-effect chain is central to the balanced scorecard. The cause-and-effect chain is also central to the IT BSC. However, prior researches on relationship between information system and enterprise strategies as well as connection between various IT performance measurement indicators are not so much studied. Ittner et al.[2003] report that 77% of all surveyed companies with an implemented BSC place no or only little interest on soundly modeled cause-and-effect relationships despite of the importance of cause-and-effect chains as an integral part of BSC. This shortcoming can be explained with one theoretical and one practical reason[Blumenberg and Hinz, 2006]. From a theoretical point of view, causalities within the BSC method and their application are only vaguely described by Kaplan and Norton. From a practical consideration, modeling corporate causalities is a complex task due to tedious data acquisition and following reliability maintenance. However, cause-and effect relationships are an essential part of BSCs because they differentiate performance measurement systems like BSCs from simple key performance indicator(KPI) lists. KPI lists present an ad-hoc collection of measures to managers but do not allow for a comprehensive view on corporate performance. Instead, performance measurement system like BSCs tries to model the relationships of the underlying value chain in cause-and-effect relationships. Therefore, to overcome the deficiencies of causal modeling in IT BSC, sound and robust causal modeling approaches are required in theory as well as in practice for offering a solution. The propose of this study is to suggest critical success factors(CSFs) and KPIs for measuring performance for IT organizations and empirically validate the casual relationships between those CSFs. For this purpose, we define four perspectives of BSC for IT organizations according to Van Grembergen's study[2000] as follows. The Future Orientation perspective represents the human and technology resources needed by IT to deliver its services. The Operational Excellence perspective represents the IT processes employed to develop and deliver the applications. The User Orientation perspective represents the user evaluation of IT. The Business Contribution perspective captures the business value of the IT investments. Each of these perspectives has to be translated into corresponding metrics and measures that assess the current situations. This study suggests 12 CSFs for IT BSC based on the previous IT BSC's studies and COBIT 4.1. These CSFs consist of 51 KPIs. We defines the cause-and-effect relationships among BSC CSFs for IT Organizations as follows. The Future Orientation perspective will have positive effects on the Operational Excellence perspective. Then the Operational Excellence perspective will have positive effects on the User Orientation perspective. Finally, the User Orientation perspective will have positive effects on the Business Contribution perspective. This research tests the validity of these hypothesized casual effects and the sub-hypothesized causal relationships. For the purpose, we used the Partial Least Squares approach to Structural Equation Modeling(or PLS Path Modeling) for analyzing multiple IT BSC CSFs. The PLS path modeling has special abilities that make it more appropriate than other techniques, such as multiple regression and LISREL, when analyzing small sample sizes. Recently the use of PLS path modeling has been gaining interests and use among IS researchers in recent years because of its ability to model latent constructs under conditions of nonormality and with small to medium sample sizes(Chin et al., 2003). The empirical results of our study using PLS path modeling show that the casual effects in IT BSC significantly exist partially in our hypotheses.

COMPARISON OF LINEAR AND NON-LINEAR NIR CALIBRATION METHODS USING LARGE FORAGE DATABASES

  • Berzaghi, Paolo;Flinn, Peter C.;Dardenne, Pierre;Lagerholm, Martin;Shenk, John S.;Westerhaus, Mark O.;Cowe, Ian A.
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1141-1141
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    • 2001
  • The aim of the study was to evaluate the performance of 3 calibration methods, modified partial least squares (MPLS), local PLS (LOCAL) and artificial neural network (ANN) on the prediction of chemical composition of forages, using a large NIR database. The study used forage samples (n=25,977) from Australia, Europe (Belgium, Germany, Italy and Sweden) and North America (Canada and U.S.A) with information relative to moisture, crude protein and neutral detergent fibre content. The spectra of the samples were collected with 10 different Foss NIR Systems instruments, which were either standardized or not standardized to one master instrument. The spectra were trimmed to a wavelength range between 1100 and 2498 nm. Two data sets, one standardized (IVAL) and the other not standardized (SVAL) were used as independent validation sets, but 10% of both sets were omitted and kept for later expansion of the calibration database. The remaining samples were combined into one database (n=21,696), which was split into 75% calibration (CALBASE) and 25% validation (VALBASE). The chemical components in the 3 validation data sets were predicted with each model derived from CALBASE using the calibration database before and after it was expanded with 10% of the samples from IVAL and SVAL data sets. Calibration performance was evaluated using standard error of prediction corrected for bias (SEP(C)), bias, slope and R2. None of the models appeared to be consistently better across all validation sets. VALBASE was predicted well by all models, with smaller SEP(C) and bias values than for IVAL and SVAL. This was not surprising as VALBASE was selected from the calibration database and it had a sample population similar to CALBASE, whereas IVAL and SVAL were completely independent validation sets. In most cases, Local and ANN models, but not modified PLS, showed considerable improvement in the prediction of IVAL and SVAL after the calibration database had been expanded with the 10% samples of IVAL and SVAL reserved for calibration expansion. The effects of sample processing, instrument standardization and differences in reference procedure were partially confounded in the validation sets, so it was not possible to determine which factors were most important. Further work on the development of large databases must address the problems of standardization of instruments, harmonization and standardization of laboratory procedures and even more importantly, the definition of the database population.

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미분양아파트 구매의사결정 영향구조 분석: 잔여세대 입주자를 대상으로 (Decision-making Factors and Characteristics for Buying an Unsold Apartment: Focused on Unsold Apartment Residents)

  • 탁정호;노정현
    • 한국산학기술학회논문지
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    • 제18권11호
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    • pp.229-238
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    • 2017
  • 본 연구는 사회 경제적 문제를 발생시키고 있는 미분양아파트 적체물량을 효율적으로 해소할 수 있는 방안을 제시하는데 목적을 두고 있으며, 미분양아파트 입주민의 특성요인을 규명하고, 그중 미분양아파트 입주 시 우선적으로 고려해야하는 요인을 파악하고자 하였다. 또한 입주민 특성요인과 미분양아파트 조건완화특성이 거주만족도를 경유해 재구매의사에 미치는 영향구조를 알아보고자 연구를 진행하였다. 미분양 입주자의 구매의사에 영향을 미치는 요인을 구성하기 위해 앞서 검토한 선행연구를 토대로 구매의사결정 요인과 조건완화특성을 종합화하였다. 우선, 미분양아파트 입주민의 특성요인을 규명하기 위해 선행연구를중심으로 부동산의 물리적, 환경적, 사회적, 경제적 특성 등을 추출하였으며, 부동산 전문가 집단의 FGI(Focus Group Interview)를 통해 분석에 적합한 특성요인을 정리하였다. 다음으로 설정된 가설과 연구모형을 바탕으로 변수간 영향관계를 PLS 구조방정식을 활용하여 분석하였다. 분석결과 미분양아파트 잔여세대 입주민의 경우 구매의사결정에 있어 조건완화혜택이 가장 큰 영향을 미치며, 다음으로 경제적 특성 그리고 주거환경특성이 영향을 미치는 것으로 나타났다. 또한 특성에 기인한 미분양아파트 거주만족도는 재구매의사에도 유의한 영향을 주고 있는 것으로 도출되었다.

유통서비스 기업의 공급사슬 운영성과 경로에서 파트너 관계자산의 역할 (The Role of Relational Capital in Supply Chain Management for Distribution Service Firms)

  • 조연성
    • 유통과학연구
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    • 제13권11호
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    • pp.111-121
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    • 2015
  • Purpose - This study's purpose is to investigate the impact of supply chain management (SCM) factors among targeted Korean distribution firms. Antecedents are established for supply chain orientation (SCO) for the management and organization of cultural assets. The research sets up SCO corresponding to management cultural assets and to organizational factors in the results. The research model is created to examine the SCO based on a strategic perspective and the operational performance of the SC and SCM. In addition, an integrated model is constructed to analyze the moderating effect by setting partner cooperation as a relational capital factor. The main aim of this study is to analyze the characteristics of the supply chain structure as a source of competitive advantage for distribution service firms participating in the supply chain. In the moderating effects analysis, the role of partner cooperation as relational capital is examined in detail. Research design, data, and methodology - The study examined the existing research related to supply chains, discussing the antecedents of the performance of SCM and SCO. SCM was established with the partner's cooperation as relational capital. Including the moderating effects of the partner cooperation, the research proposed a seven hypotheses path analysis model. The samples were collected from the Korean export enterprises in the distribution service sector, with 185 samples selected for the final analysis. To try and measure the four latent variables presented in the analysis model based on existing studies, 22 measurement items were used. The empirical analysis used the appropriate PLS (partial least squares) method on the path analysis reliability and validity and for common method bias. After testing the seven hypotheses, the research tested the moderating effects to the path analysis. Using PLS as structural equation modeling, the seven hypotheses were tested including the moderating effects of the partner relational capital on the 185 samples. Results - In the results, the SCO had a positive impact on both SCM and the relational capital of partner cooperation. The SCM had a significant impact on the operational performance of the SC. Further, partner cooperation also had a significant impact on SCM and the operational performance of the SC. The moderating effect analysis of the SCM and partner cooperation found a significant impact on the operational performance of the SC. On the other hand, the moderating effect of the SCO and partner cooperation did not affect the SCM. Conclusion - The results of this research show that the existing supply chain-related research can be applied to the operational performance of the SC for a Korean distribution service firm. In view of the fact that SCO is a source of competitive advantage, it should be taken into account when a firm wants to improve the performance of the SCM of the distribution service. This is because it can be assumed that SCO plays a role in supply chain management for the distribution firm.

관광객의 스마트폰 사용 요인 간 관계 분석 (Relationship Analysis between Factors on Smartphone Usage of Tourists)

  • 오태헌;김민철
    • 디지털융복합연구
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    • 제15권5호
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    • pp.99-106
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    • 2017
  • 본 연구는 관광객들이 관광지에서 사용하는 스마트폰의 사용 의도와 관련되는 선행 요인들과의 관계를 설문조사를 통해 실증적으로 분석하는데 목표를 두고 있다. 이를 위해서 스마트폰을 사용하는 관광객을 대상으로 설문조사를 통하여 상호작용 내 양방향통신 및 동시성 등 2개의 요인이 몰입에의 영향, 그리고 그 몰입이 사용 태도에 어떤 영향을 미치는지, 마지막으로 이러한 태도 요인이 계속적인 사용 의도에 어떤 영향을 미치는 지를 연구모형으로 가설을 설정하여 검증을 실시하였다. 본 연구에서는 제시된 연구 모형의 가설을 검증하기 위해서 부분최소자승 기반 구조방정식(PLS-SEM) 방법을 적용하였다. 최종적으로는 확인적 요인분석 및 가설검정을 통해 제시된 연구모형의 타당성을 보여주었다. 따라서 본 연구의 결과를 통하여 관광객들이 스마트폰을 활용하여 정보를 활용함에 있어 사용자들의 재사용을 위해서는 몰입도와 상호작용이 영향을 미치고, 향후에 스마트관광 시스템 개발을 함에 있어 사용자의 태도에 영향을 줄 수 있음을 실증적으로 보여주었다. 이러한 연구 결과는 향후에 스마트관광의 시스템 개발에 있어서 관광객들의 스마트폰에 의한 정보 취득과 관련된 기초 자료로 활용될 수 있다.

공급사슬 내에서 품질지향적 기업문화가 지속가능경영성과에 미치는 영향에 관한 실증연구 (An Empirical Study on the Impact of Quality Oriented Corporate Culture on Sustainability Management Performances)

  • 우무진;박종우;정병영
    • 유통과학연구
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    • 제12권6호
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    • pp.31-39
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    • 2014
  • Purpose - Environmental issues, climatic changes, and greenhouse gases are problems to be solved at a global level. With an increased emphasis on the environmental and social responsibility of the management of companies, the manner in which companies approach quality-oriented culture and their individual sustainability management are being discussed as truly important issues to help them secure their competitiveness and growth strategies. This study proposes strategic directions to help manufacturers not only in expanding their competitive quality-oriented company culture but also in strengthening their sustainability management abilities. This study conducts a literature review and empirical research to examine how significantly the variables of a quality-oriented company culture, customer-centered management, and process-centered and supply chain management-centered cooperation affect sustainability management performance in relation to economic profitability, environmental integrity, and social responsibility. Research design, data, and methodology - To verify research models and hypotheses, the study examined 170 companies using a questionnaire survey conducted over six weeks, and involved the performance of data analysis on 146 samples. Questionnaire responses were calibrated based on a Likert scale. The study used the Smart PLS 2.0 program designed for PLS (partial least squares), an analysis instrument of SEM (structural equation modeling). The study then verified empirical research hypotheses working on reliability analysis, validity analysis, factorial analysis, and path analysis. Results - Among the nine hypotheses, four are accepted and the rest are rejected. A quality-oriented company culture focusing on customer-centered management significantly influenced the maintainability management performance of environmental integrity and social responsibility, while economic profitability was dismissed. A process-focused quality-oriented company culture was significantly concerned with economic profitability but not with environmental integrity or social responsibility. A supply-chain cooperative company culture had a significant effect on economic profitability but not on environmental integrity or social responsibility. Conclusion - This study proposes strategic directions to help manufacturers expand their competitive quality-oriented company culture as well as strengthen abilities with sustainability management. It conducts a literature review and empirical research to examine how significantly the variables of quality-oriented company culture, customer-centered management, and process-centered and supply chain management-centered cooperation affect sustainability management performance in relation to economic profitability, environmental integrity, and social responsibility. There are two main conclusions. First, companies should consider the need for social responsibility management and environmental transparent management-focused maintainability management as avenues to create new markets and business, thereby helping the companies secure a reputation for having a customer and process-centered quality-oriented company culture by creating shared values between supply chains and enabling win-win situations through cooperation. Second, we are marching towards a creative win-win era from a society of conflicts and ruptures. Companies should understand that social responsibility management and supply chain management (SCM)-focused cooperation are the foundations of sustainable development, as they try to improve their culture while pursuing both win-win relationships with interested parties and equity in various conflictive relations.

고추역병균에 대한 2-N-benzyl-5-Phenoxy-3-isothiazolone 유도체의 살균활성에 관한 비교분자 유사성 지수분석(CoMSIA)과 홀로그램 구조-활성 관계(HQSAR) (Comparative molecular similarity indices analyses (CoMSIA) and hologram quantitative structure activity relationship (HQSAR) on the fungicial activity of 2-N-benzyl-5-phenoxy-3-isothiazolone derivatives against phytophthora blight fungus)

  • 성낙도;김기현
    • 농약과학회지
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    • 제6권3호
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    • pp.209-217
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    • 2002
  • Metalaxyl 살균제 저항성(RPC)과 감수성(SPC) 고추역병균주(Phytaphthora capsici)들에 대한 2-N-benzyl-5-phenoxy-3-isothiazolone 유도체들의 살균활성을 비교분자 유사성 지수분석(CoMSIA)과 홀로그램 구조-활성 관계(HQSAR) 방법으로 분석하였다. 두 균주의 살균활성에 대한 PLS 계산결과, 교차 확인값($q^2$)과 Pearson 상관계수($r^2$) (CoMSIA: RPC; $q^2=0.675,\;r^2=0.942$, SPC; $q^2=0.350,\;r^2=0.876$ 및 HQSAR: RPC; $q^2=0.519,\;r^2=0.869$, SPC; $q^2=0.483,\;r^2=0.990$)를 비교한 바, 두 방법 모두 양호한 분석 결과를 나타내었다. 그리고 CoMSIA 등고도로부터 특히, RPC에 대한 선택적인 살균활성 요소는 phenoxy-기의 meta, para(C1-C6) 위치에 소수성이 작고 입체적으로 크지 않은 H-결합 받게가 치환 될 경우이었으며 CoMSIA 보다는 HQSAR 방법이 높은 예측성을 나타내었다.