• 제목/요약/키워드: multiple regression technique

검색결과 277건 처리시간 0.032초

The Influence of Lifestyle, Financial Literacy, and Social Demographics on Consumptive Behavior

  • ZAHRA, Dhea Raudyatuz;ANORAGA, Pandji
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.1033-1041
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    • 2021
  • Consumptive behavior is the behavior of consuming goods that are actually less or not needed (especially in relation to the response to the consumption of secondary goods, namely, goods that are not really needed). This study aims to determine the influence of factors such as lifestyle, financial literacy, and social demographics on the consumptive behavior. The population in this research is students of STIE Bank BPD Jawa Tengah who had taken entrepreneurship I and II courses, with a total of 230 students, while the sample is determined by using accidental sampling technique and using Slovin formula, which obtained 70 samples. Quantitative data are used, and data collection method in this study is questionnaire. The analytical tool in this study is the multiple regression analysis. Data is processed by using the SPSS program 21. The results showed that there were positive influence of lifestyle variable on student consumptive behavior; positive influence of financial literacy variable on student consumptive behavior; and positive influence of social demographics on student consumptive behavior. The most dominant variable influencing consumptive behavior is variable X3 (social demographics) with a regression coefficient value of 0.510, followed by variable X1 (lifestyle) and variable X2 (financial literacy).

플립러닝을 활용한 건강사정 및 실습 교육 효과 (Effect of Flipped Learning Education in Physical Examination and Practicum)

  • 조미경;김미영
    • 한국산학기술학회논문지
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    • 제17권12호
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    • pp.81-90
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    • 2016
  • 본 연구의 목적은 대학생을 대상으로 플립러닝을 적용한 교육방법의 효과를 알아보고자 하는 것이다. 플립러닝을 적용하기 전과 후의 자기주도학습 준비도, 핵심역량을 파악하고, 플립러닝을 적용한 후 교수-학생 상호작용, 학습만족도, 학습동기를 파악하여, 플립러닝 적용 후 각 변수의 상관관계를 살펴보고, 학습동기에 미치는 영향을 알아보고자 하였다. 단일군 전후 비교 연구로 대상자는 경기도 S시 일개 간호대학에서 플립러닝을 활용하여 건강사정 및 실습을 수강하는 2학년 학생을 대상으로 하였다. 최종 분석은 68명을 대상으로 하였고, 사전 사후의 차이는 paired t-test로, 각 변수간 상관관계는 Pearson's correlation coefficient로 분석하였으며, 종속변수인 학습동기에 미치는 영향은 단계적 다중회귀방법을 사용하였다. 그 결과 자기주도학습 준비도는 사전 사후 통계적으로 유의하게 증가하였고, 핵심역량은 그 차이가 유의하지 않았다. 플립러닝교육 후 학습동기는 자기주도학습 준비도(r=0.33, p=.006), 대학생 핵심역량(r=0.51, p<.001), 교수-학생 상호작용(r=0.72, p<.001), 학습만족도(r=0.79, p<.001)와 유의한 정적 상관관계를 보였고, 모든 다른 변수들 간에도 정적으로 유의한 상관관계를 보였다. 학습동기에 영향을 미치는 요인은 학습만족도와 교수-학생 상호작용이었으며, 이 2개 변수로 구축된 회귀모형의 학습동기에 대한 설명력은 71.3% (F=80.66, p<.001)였다. 따라서 플립러닝 교육을 적용하였을 때 학습동기를 증진시키기 위해서는 학습만족도를 증진시키고, 교수-학생 상호작용을 활발히 하는 전략의 마련이 필요하겠다.

간호대학생의 건강행위에 대한 태도 조사연구 (Attitude toward Health behaviors in Student Nurses)

  • 정문희;조유향;김명순;김현리
    • 지역사회간호학회지
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    • 제13권4호
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    • pp.826-835
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    • 2002
  • Health perception is a very important issue for student nurses to be future health professionals. The concept of health has changed with the emphasis of 'health promotion', and thus nurses now have a demanded role as a health promoter. According to health promotion theories, health-promoting behaviors are affected by cognitive variables, and human behaviors are related to thoughts and perception. This study was conducted to recognize the relationships of attitude toward health behaviors to other health related variables. The data was collected using a self administered survey. The instrument used in this study was attitude of health behavior scales that were developed by Okayama medical school. The subjects were 512 student nurses recruited from 1 college and 3 universities. The data was analyzed using SPSS pc program with mean, correlation. and multiple regression technique. The results were as follows: 1. The mean score of attitude of health behaviors of the student nurses was 8.11, showing a relatively high level. A high score of health belief was reported in 'self-responsible type' with the score of 4.80, and a high score of 'think for health or disease' was reported in passive type with the score of 3.12. 2. Specifically, there were significant positive correlations between the level of 'attitude of health behaviors' and other health related variables such as health perception, think for health or disease, and age. 3. Stepwise multiple regression analysis revealed that active thought, leisure, self-responsible perception and depression accounted for 13%of variance of attitude toward health behaviors. In conclusion, although student nurses certainly perceived the performance of health behavior, they need to learn in more systematical way in order to be a better health promoter, one of the role of nurses. The results of the study suggest that further studies need to be done on attitude toward health behaviors and performance of health behavior by student nurses.

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유한요소법을 이용한 Tonpilz 트랜스듀서의 최적구조 설계 (Optimal Structural Design of a Tonpilz Transducer by Means of the Finite Element Method)

  • 강국진;노용래
    • 한국음향학회지
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    • 제22권8호
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    • pp.637-644
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    • 2003
  • 본 연구에서는 대표적인 수중 음향 트랜스듀서인 Tonpilz 트랜스듀서에 대하여 설계변수들이 트랜스듀서 성능에 미치는 영향을 유한요소 해석을 통하여 파악하였다. 나아가 그 결과들의 통계적 다중 회귀분석을 통하여 응력 강화 (Stress stiffening) 효과를 고려한 공진 주파수, 대역폭 및 발생 음압을 이들 설계변수들의 함수로 도출한 후, 제한 최적화법인 SQP-PD 방법을 이용해 공진 주파수 30,000 Hz 와 -3dB 대역폭 10% 이상을 가지며 최대 음압을 구현할 수 있는 트랜스듀서의 최적구조를 결정하였다. 또한 SQP-PD 방법에 의한 최적값을 유한요소 해석에 의한 값과 비교함으로써 최적값의 타당성을 검증하였고, 본 연구에서 제시한 설계법이 계산시간의 단축과 높은 정확성을 가짐을 확인하였다.

Infection with Opisthorchis viverrini and Use of Praziquantel among a Working-age Population in Northeast Thailand

  • Saengsawang, Phubet;Promthet, Supannee;Bradshaw, Peter
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권5호
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    • pp.2963-2966
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    • 2013
  • Infection with Opisthorchis viverrini (OV) due to eating certain traditional freshwater fish dishes is the principal risk factor for cholangiocarcinoma in Northeast Thailand where the infection is endemic and the incidence of this form of primary liver cancer has been the highest in the world. This paper is the second report of a prospective research project to monitor the impacts of a national liver fluke control programme in a rural community of Northeast Thailand. A sample of 684 villagers aged 20-65 years completed an interview questionnaire and were tested for infection using the Kato thick smear technique. The questionnaire was designed for the exploration of associations between OV infection, previous treatment with praziquantel, and knowledge and beliefs about the drug. The data were analysed using descriptive statistics and multiple logistic regression. The overall prevalence of OV infection was 37.2% and was highest in the 20-35 year age group, in those with a university degree and in those employed in the government sector. As many as 91.8% reported eating fish dishes known to place them at risk of infection. In the multiple regression analysis, previous use of praziquantel and lack of knowledge about whether or not the drug has a protective effect against re-infection were the only factors related to OV infection ($OR_{adj}$= 2.31, 95%CI =1.40-3.79 and $OR_{adj}$= 1.95, 95%CI= 1.24-3.05). The findings were discussed in terms of the possibly unwise dependency on praziquantel as a primary element in a control programme.

Predictors of intentional intoxication using decision tree modeling analysis: a retrospective study

  • Oh, Eun Seok;Choi, Jae Hyung;Lee, Jung Won;Park, Su Yeon
    • Clinical and Experimental Emergency Medicine
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    • 제5권4호
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    • pp.230-239
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    • 2018
  • Objective The suicide rate in South Korea is very high and is expected to increase in coming years. Intoxication is the most common suicide attempt method as well as one of the common reason for presenting to an emergency medical center. We used decision tree modeling analysis to identify predictors of risk for suicide by intentional intoxication. Methods A single-center, retrospective study was conducted at our hospital using a 4-year registry of the institute from January 1, 2013 to December 31, 2016. Demographic factors, such as sex, age, intentionality, therapeutic adherence, alcohol consumption, smoking status, physical disease, cancer, psychiatric disease, and toxicological factors, such as type of intoxicant and poisoning severity score were collected. Candidate risk factors based on the decision tree were used to select variables for multiple logistic regression analysis. Results In total, 4,023 patients with intoxication were enrolled as study participants, with 2,247 (55.9%) identified as cases of intentional intoxication. Reported annual percentages of intentional intoxication among patients were 628/937 (67.0%), 608/1,082 (56.2%), 536/1,017 (52.7), 475/987 (48.1%) from 2013 to 2016. Significant predictors identified based on decision tree analysis were alcohol consumption, old age, psychiatric disease, smoking, and male sex; those identified based on multiple regression analysis were alcohol consumption, smoking, male sex, psychiatric disease, old age, poor therapeutic adherence, and physical disease. Conclusion We identified important predictors of suicide risk by intentional intoxication. A specific and realistic approach to analysis using the decision tree modeling technique is an effective method to determine those groups at risk of suicide by intentional intoxication.

현대 도시 주거의질(질) 예측을 위한 개념적 모형에 관한 연구 -서울과 대전 지역을 중심으로- (A Study on a Conceptual Model for Housing Quality in Urban Area)

  • 최목화
    • 대한가정학회지
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    • 제26권2호
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    • pp.49-67
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    • 1988
  • The purpose of this study was to present a conceptual model for predicting housing quality. Housing quality was measured in three ways: perceived quality about physical features of houses, perceived level of the quality in comparison with perceived average level I urban area and housing satisfaction. The specific objectives to achieve the purpose were ; 1) to measure the perceived quality about physical features of houses and perceived level of the quality in comparison with the perceived average level I urban 2) to measure the level of housing satisfaction 3) to clarify the causality between the composite variables of housing quality. A final instrument was developed through two stage pilot surveys. The respondents were 1292 homemakers of middle and high economic class in seoul and Daejeon, selected through stratified random sampling technique. Data were collected during March and April, 1986, and analyzed using SPSS and SAS computer packages. The statistics used were frequency, percentage, F-test, Duncan's Multiple Range, x2, Cramer's V, Multiple linear Regression, Path analysis. The major finding were as follows; the variables significantly related to predict the housing quality were found. The simple, composite variables and 3 measures of housing quality were linked using path analysis, thereby a conceptual model predicting housing quality was suggested.

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공공도서관 사서의 평생교육업무에 대한 인식 연구 - 인천지역을 중심으로 - (An Analysis on the Perception of Public Librarians about Lifelong Education Tasks: Focus on Incheon Metropolitan City)

  • 김남지;조재인
    • 한국비블리아학회지
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    • 제27권3호
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    • pp.51-73
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    • 2016
  • 본 연구는 공공도서관 사서들이 어려움을 느끼고 있는 평생교육 단위직무를 파악하고 동시에 재교육이 필요한 교육 내용에 대한 우선 순위를 맨휘트니(Mann Whitney U-test), 다중회귀분석(Multiple regression analysis)과 AHP(Analytic Hierarchy Process) 분석을 통해 제시하였다. 첫번째, 조사 대상 사서의 87%가 평생교육 직무는 보통이거나 어렵다고 인식하고 있었으며, 단위 업무별로는 운영계획수립을 가장 어려운 직무로 생각하고 있었다. 두번째, 평생교육사 자격이 있는 사서가 없는 경우에 비해 업무를 수월하게 인식하고 있었으며(P=0.04), 단위업무별로는 강사섭외(P=0.04), 운영계획수립(P=0.05)에 있어 유의한 차이가 검증되었다. 또한 평생교육관련 경력이 길수록 업무를 수월하게 (R=-0.217) 느끼는 것으로 나타났으며, 특히, 일정편성(R=-0.33), 진행업무(R=-0.22)에 있어, 통계적으로 유의한 상관성을 보였다. 세번째, 다중회귀분석 결과, 공공도서관 사서들이 평생교육업무 전반에 대하여 느끼는 체감 난이도에 유의한 영향을 주는 단위 직무는 운영계획수립(P=0.04)과 홍보(P=0.05) 업무인 것으로 나타났으며, 그중 운영계획수립(${\beta}=0.233$)이 체감 난이도 형성에 가장 많은 영향을 주는 요인인 것으로 판명되었다. 한편, 91%의 사서가 평생교육 직무 관련 재교육이 필요하다고 느끼고 있으며, 스피어만(Spearman rank-order correlation coefficient) 분석 결과(R=-0.210), 평생교육 업무에 대한 체감 난이도가 높은 사서일수록 재교육 필요성을 더욱 많이 느끼고 있는 것으로 나타났다. AHP 분석 결과 평생교육 직무 관련 재교육 내용은 이용자와의 소통(CU P=0.310), 기획(PL P=0.246), 마케팅(LM P=0.173) 순의 가중치를 보였으며, 도출된 CR(Consistency Ratio) 비율은 0.146으로 계산돼, 응답에 대한 일관성은 허용할 수 있는 수준인 것으로 나타났다.

자동차용 박강판 겹치기 이음부의 CO2 아크 용접에서 다중회귀분석기법을 이용한 용입깊이 예측에 대한 연구 (A Prediction of the Penetration Depth on CO2 Arc Welding of Steel Sheet Lap Joint with Fillet for Car Body using Multiple Regression Analysis Technique)

  • 이경민;심현우;권재형;윤북동;정민기;박문수;이보영
    • Journal of Welding and Joining
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    • 제30권2호
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    • pp.59-64
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    • 2012
  • Welding is an essential process in the automotive industry. Most welding processes that are used for auto body are spot welding and $CO_2$ welding are used in a small part. In production field, $CO_2$ welding process is decreased and spot welding process is increased due to welding quality is poor and defects are occurred in $CO_2$ welding process frequently. But $CO_2$ welding process should be used at robot interference parts and closed parts where spot welding couldn't. Because of the 0.65mm ~ 2.0mm thickness steel sheet were used in the automotive industry, poor quality of welding area such as burn through and under fill were happened frequently in $CO_2$ process. In this paper, we will study about the penetration depth which gives a huge impact on burn through changing a degree of base metal, welding position and torch angle. Voltage, current and welding speed were fixed but degree of base metal, welding position and torch angle were changed. And Cold- Rolled(CR) steel sheet was used. Penetration depth was analysed by multiple regression analysis to derive approximate calculations. And reliability of approximate calculations were confirmed through additional experiments. As the results of this research, we confirmed the effect of torch and plate angle to bead shape. And we present a possibility that can simulate more accurate to weld geometry, as deduced the verification equations that has tolerance of less than 21.69%.

Nondestructive determination of physico-chemical properties in compost by NIRS

  • Seo, Sang-Hyun;Lee, Chang-Hee;Park, Sung-Hun;Cho, Rae-Kwang;Park, Woo-Churl
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1622-1622
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    • 2001
  • The purpose of this research was to develop a the reflection technique with near infrared (NIR) radiation for estimating physico-chemical properties in compost. The composts (cattle, pig, chicken and waste composts) were air dried and then ground to pass through a 0.5 or 2mm sieve for the physico-chemical properties and spectroscopic determinations. The physico-chemical properties of compost were shown high values ; moisture(30-60%), T-N(0.8-2.9%), organic matter(29-89%), pH(5.89-9.60) K$_2$O(0.27-5.66%), P2O$\sub$5/(0.07-2.62%), CaO(0.03-4.80%), MgO(0.09-1.56%), NaCl(0.01-1.13%), EC(1.41-13.76dS/m). Generally, we should select a simple calibration and prediction method for determining physico-chemical properties in compost under similar accuracy and precision of prediction. It should be remembered that the NIRS approach will never replace the traditional methods. However, NIRS technique may be an effective method for rapid and nondestructive measurements of a large number of compost samples. Near infrared reflectance spectra of composts was obtained by Infra Alyzer 500 scanning spectrophotometer at 2-nm intervals from 1100 to 2500nm. Multiple linear regression(MLR) or partial least square regression (PLSR) was used to evaluate a NIRS method for the rapid and nondestructive determination of physico-chemical properties and humic acid contents in composts. The standard error of prediction(SEP) for finely sized sample(<0.5mm) and coarsely sized sample(<2mm) did not show much difference. The NIR instrument of filter type showed the same accuracy of the monochromator scanning type to estimate the compost properties. The results summarized that NIR spectroscopy can be used as a routine testing method to determine quantitatively the OM, moisture, T-N, color, pH, cation content in the compost samples nondestructively.

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