• 제목/요약/키워드: functional regression model

검색결과 149건 처리시간 0.023초

여성 류마티스 관절염 환자의 피로 요인에 관한 연구 (Factors Influencing Fatigue in Women with Rheumatoid Arthritis)

  • 이경숙;이은옥;송경자
    • 근관절건강학회지
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    • 제6권1호
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    • pp.136-152
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    • 1999
  • The purposes of this study were to identify the prevalence of fatigue. and factors influencing fatigue in women with rheumatoid arthritis. The subjects were 124 patients with rheumatoid arthritis. Most of all patients felt fatigue and mean score measured by Multidimensional Assessment of Fatigue was relatirely high. Fatigue was positively correlated with pain intensity, the number of pain sites, functional disability, depression. and sleep quality. A hierachical regression model was used to determine the variance which accounts for fatigue. Pain intensity, depression. sleep quality accounted for fatigue significantly. This finding indicates that pain influences fatigue through depression and sleep quality ; depression through sleep quality. The causative factors could be identified by further study of structural eqation model.

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다중 반응표면분석에서의 최적화 문제에 관한 연구 (A Study on Simultaneous Optimization of Multiple Response Surfaces)

  • 유정빈
    • 품질경영학회지
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    • 제23권3호
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    • pp.84-92
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    • 1995
  • A method is proposed for the simultaneous optimization of several response functions that depend on the same set of controllable variables and are adequately represented by a response surface model (polynomial regression model) with the same degree and with constraint that the individual responses have the target values. First, the multiple responses data are checked for linear dependencies among the responses by eigenvalue analysis. Thus a set of responses with no linear functional relationships is used in developing a function that measures the distance estimated responses from the target values. We choose the optimal condition that minimizes this measure. Also, under the different degree of importance two step procedures are proposed.

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기능점수를 이용한 소프트웨어 규모추정 실증연구 (An Empirical Study of SW Size Estimation by using Function Point)

  • 김승권;이종무;박호인
    • 디지털산업정보학회논문지
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    • 제7권2호
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    • pp.115-125
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    • 2011
  • An accurate estimation of software development size is an important factor in calculating reasonable cost of project development and determining its success. In this study, we propose estimation models, using function point based on the functional correlation between software, with empirical data. Three models($FP_{est}(I)$, $FP_{est}(II)$, $FP_{est}(III)$) are developed with correlation and regression analysis. The validity of the models is evaluated by the significance test by comparing values of Mean Magnitude of Relative Error (MMRE) and predictions of each model at level n%. Model $FP_{est}(III)$ proved to be superior to other models such as IFPC(Indicative Function Point Count), EFPC(Estimated Function Point Count), EPFS(Early Prediction of Function Size), $FP_{est}(I)$, and $FP_{est}(II)$. As a result, the accuracy of the model appears to be very high to determine the usefulness of the model to finally overcome weakness of other estimation models. The model can be efficiently used to estimate project development size including software size or manpower allocation.

A Study on the Design of an Efficient Audit Model in the Area of Information System Testing Activities

  • Kim, Hee Wan;Jung, Yong Gyu
    • International Journal of Advanced Culture Technology
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    • 제9권1호
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    • pp.210-217
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    • 2021
  • In the case of an agile-based project, it was inadequate to perform a comprehensive inspection and evaluation on the establishment and operation of an information system by performing audit only with the audit and inspection elements provided by the existing information system audit and inspection system. In particular, in the case of the test activity area, it was necessary to improve the test activity audit check items to comprehensively check the agile-based development process by applying the existing audit system. To this end, a test activity improvement check model of the agile methodology audit model was presented by applying the repetition concept, a characteristic of the agile methodology. In order to empirically verify the model of this study, a survey was conducted for auditors and designers/developers who have experience in performing agile-based projects and auditing information systems. As a result of the questionnaire on the integrated test and system test in the test stage, more than 70% of the respondents were found to be suitable. More than 80% of the respondents judged that it was appropriate as a result of the questionnaire on "improvement and regression test progress according to integrated test and system test results" and "integrated test and functional actions of components and subsystems".

유전자 프로그래밍을 이용한 고속도로 사고예측모형 (A Crash Prediction Model for Expressways Using Genetic Programming)

  • 곽호찬;김동규;고승영;이청원
    • 대한교통학회지
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    • 제32권4호
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    • pp.369-379
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    • 2014
  • 전통적인 사고예측모형은 통계적 회귀분석에 주로 의존하였으나, 이는 자료 분포 및 함수 형태에 대한 가정에 따른 한계를 가지고 있다. 이에 따라 일부 연구는 신경망 등의 비모수적 기법을 모형 구축에 활용하였으나, 이는 독립변수와 종속변수 간의 직접적인 관계 규명이 어렵다는 한계가 있다. 유전자 프로그래밍 기법은 모형 개발에 특별한 가정이 필요없고, 사고요인 규명이 가능하다는 장점이 있다. 따라서 본 연구에서는 고속도로의 사고예측에 유전자 프로그래밍 기법을 적용함으로써 이러한 한계를 극복하고자 하였다. 이를 위하여 경부고속도로에서 최근 3년간(2010-2012년) 구득된 자료를 활용하였으며, 보다 세밀한 사고 특성 규명을 위해 고속도로 구간을 직선 구간과 곡선 구간으로 구분하였다. 사고 발생에 중요한 영향을 미치는 변수를 선택하기 위하여 랜덤 포레스트 기법을 이용하였으며, 최종 선택된 변수들을 활용하여 사고예측을 위한 유전자 프로그래밍 모형을 구축하였다. 구축된 모형의 예측 성능을 평가하기 위해 음이항 회귀모형과 비교해본 결과, 유전자 프로그래밍 모형의 예측 성능이 더 우수한 것으로 나타났다.

Corrosion Inhibition of Copper-nickel Alloy: Experimental and Theoretical Studies

  • Khadom, Anees A.;Yaro, Aprael S.;Musa, Ahmed Y.;Mohamad, Abu Bakar;Kadhum, Abdul Amir H.
    • 대한화학회지
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    • 제56권4호
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    • pp.406-415
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    • 2012
  • The corrosion inhibition of copper-nickel alloy by Ethylenediamine (EDA) and Diethylenetriamine (DETA) in 1.5M HCl has been investigated by weight loss technique at different temperatures. Maximum value of inhibitor efficiency was 75% at $35^{\circ}C$ and 0.2 M inhibitor concentration EDA, while the lower value was 4% at $35^{\circ}C$ and 0.01 M inhibitor concentration DETA. Two mathematical models were used to represent the corrosion rate data, second order polynomial model and exponential model respectively. Nonlinear regression analysis showed that the first model was better than the second model with high correlation coefficient. The reactivity of studied inhibitors was analyzed through theoretical calculations based on density functional theory (DFT). The results showed that the reactive sites were located on the nitrogen (N1, N2 and N4) atoms.

건강가정지원센터의 네트워크 특성이 사업성과에 미치는 영향 연구 (Effects of the Network Characteristics of Healthy Family Support Center on its Performance)

  • 최옥자;박현식
    • 가족자원경영과 정책
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    • 제17권4호
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    • pp.85-100
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    • 2013
  • The purposes of this study are to explore the effect of the network characteristics of Healthy Family Support Center on its performance, and also to investigate the mediating effect of the organizational properties on the performance. We used the data from 148 healthy family support centers in National Survey in Korea. The analytic sample for this study consists of 102 responses.(response rate=68.9%) Multivariate regression model estimated the effects of the network's structural, interactive and functional characteristics and the interaction between the network's characteristics and organizational properties on the performance The findings of this study demonstrate that healthy family support centers with higher closeness centrality and with better functional characteristics reported more performances. Moreover, Centers that are more independent in organizational properties showed higher performances. However, the findings did not show that the interaction between the network's characteristics and organizational properties mediates on the performance.

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Monitoring the Functional Properties of Pleurotus eryngii Extracts Using Response Surface Methodology

  • Oh, Hyun-In;Lim, Tae-Soo;Lee, Gee-Dong;Kim, Hyun-Ku
    • Food Science and Biotechnology
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    • 제16권2호
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    • pp.299-305
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    • 2007
  • Response surface methodology was employed to optimize extraction conditions for finding the maximal functional properties of Pleurotus eryngii. Based on central composite design, the study plan was established with variations of microwave power (30-150 W), ethanol concentration (0-99.9%), and extraction time (1-9 min). Regression analysis was applied to obtain a mathematical model. A maximal yield of 47.86% was obtained when the microwave power, ethanol concentration, and extraction time were set at 122.7 W, 42.14%, and 8.3 min, respectively. A maximized electron donating ability of 93.32% was found under the following conditions: a microwave power of 144.19 W, an ethanol concentration of 49.52%, and an extraction time of 6.7 min. When the microwave power, ethanol concentration, and extraction time were set at 125.43 W, 40.54%, and 8.1 min, respectively, the maximum nitrite-scavenging ability was 80.47%. The optimum ranges of the extraction conditions, superimposed by the response surface methodology, could predicate a microwave power of 110-150 W, ethanol concentration of 0-45%, and extraction time of 7-9 min.

Pedestrian Distribution in High-Rise Commercial Complexes: An Analysis of Integrating Spatial and Functional Factors

  • Xu, Leiqing;Xia, Zhengwei
    • 국제초고층학회논문집
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    • 제5권2호
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    • pp.95-103
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    • 2016
  • One of the key problems in the design of high-rise commercial complex is how to guide reasonable pedestrian distribution in commercial space. In this study, pedestrian distribution in three high-rise commercial complexes in Shanghai and Hong Kong was studied using spatial configuration analysis software Space Syntax and quantification of physical elements in commercial spaces, such as functional attractiveness, entrances, escalators, level variations and passage width. Additionally, in an attempt to integrate functions with spatial integration and spatial depth, two combination variables, the spatial coefficient of function (IF) and spatial depth coefficient of function (F/D), were proposed. The results of the correlation analysis and multiple regression analyses reflected the following: (1) Regarding the influence on pedestrian distribution, there was a synergistic and complementary relationship between function and space; (2) The comprehensive flow distribution analytic model could successfully interpret flow distribution in high-rise commercial complexes and its R Square ranged up to about 70% in the three cases; (3) The spatial coefficient of function (IF) and spatial depth coefficient (F/D) could effectively integrate functions and spatial configuration, which could help close the gap between over-emphasis on function in commercial research and the lack of consideration of function in space-syntax analysis.

지각된 서비스품질이 고객충성도에 미치는 영향에 관한 연구 : 서비스 산업 고객을 대상으로 (A Study on the Influence of the Perceived Service Quality on the Customer's Loyalty - Focusing on the Service Industry Consumers)

  • 도현옥
    • 산업융합연구
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    • 제13권2호
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    • pp.25-37
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    • 2015
  • The purpose of this study is about the influence of the Service quality on the customer loyalty depending on the customer value(social and psychological value, functional value) because of the dynamic business environment is react quickly and flexibly, many of today's companies are required to consult an expert. According to the circumstances, Service Firms(Hotel) should be provide a differentiated service for each customer. And this paper attempt to theoretical organize and take advantage of practical in Service industry. The questionaries of 154 from the companies which have received Service in 3 years in the metropolis and small and medium-sized cities were used to test hierarchical regression model with mediating effects of customer value between Service quality and Customer loyalty by SPSS(PASW) 18.0 version. From these analyses, the following results were obtained: First, social-psychological value have partially mediated effect on the tangibility, responsibility, assurance and customer loyalty. Second, functional value have partially mediated effects on the between tangibles, reliability and customer loyalty. The result suggests that 'tangibility', 'reliability', 'responsibility', 'assurance', 'empathy' are the most important factors to affect customer loyalty, and there are partially mediated effects of customer intention between Service quality and Customer loyalty. In conclusion, to improve the specific and actual meaning and value about the Hotel service quality and to give the suggestions on the Hotel's marketing communication by understanding the customer action.

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