• 제목/요약/키워드: Multivariate Statistics

검색결과 656건 처리시간 0.031초

호텔 브랜드 개성이 레스토랑에 대한 신뢰와 만족을 매개로 하여 레스토랑 충성도에 미치는 영향에 관한 연구 (A Structural Model Analysis of Hotel Brand Personality Influencing Restaurant Loyalty Mediated through Restaurant Trust and Satisfaction)

  • 김지은
    • 한국조리학회지
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    • 제17권5호
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    • pp.122-138
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    • 2011
  • 이 연구는 호텔브랜드 개성이 레스토랑에 대한 신뢰와 만족을 매개로하여 레스토랑 충성도에 영향관계를 규명하기 위하여 시행되었다. 연구배경을 바탕으로 실증적 연구를 위해 6개의 가설을 도입하였다. 본 연구의 대상은 서울지역 특1급 호텔 레스토랑을 이용한 경험이 있는 고객들이며 편의 표본추출로 설문된 250부의 설문 중 184의 성실한 답변을 실제 분석에 활용하였다. 데이터 분석을 위해 SPSS와 AMOS 7을 이용한 구조모형방정식을 통해 연구가설의 유의성을 측정하였다. 그 연구결과는 다음과 같다. 첫째, 호텔 레스토랑 이용고객의 충성도는 호텔브랜드의 강인함과 세련됨에 의해 영향을 받았다. 또한, 호텔 레스토랑 고객의 신뢰성은 흥미성을 제외한 모든 브랜드 개성에 의해 영향을 받았다. 특히 주목할 만 한 점은 호텔 레스토랑에 대한 만족도 인지는 브랜드의 성실함과 세렴됨에 의해 많은 영향을 받는다는 점이다. 아울러 레스토랑에 대한 신뢰와 만족도 모두 레스토랑 충성도의 선행요인이 되었다. 이러한 결과를 통해, 호텔 레스토랑에 대한 충성도를 높이기 위해 호텔 자체의 브랜드 개성의 영향력 있는 변수들을 고객이 인지할 수 있도록 마케팅 커뮤니케이션 툴을 통해 발전시켜 나가야 함을 시사하고 있다.

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Status of Laboratory Biosafety and Biosecurity in Veterinary Research Facilities in Nigeria

  • Odetokun, Ismail Ayoade;Jagun-Jubril, Afusat Toyin;Onoja, Bernard A.;Wungak, Yiltawe Simwal;Raufu, Ibrahim Adisa;Chen, Jessica Corron
    • Safety and Health at Work
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    • 제8권1호
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    • pp.49-58
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    • 2017
  • Background: This study determined current status of laboratory biosafety in Nigerian veterinary research facilities. Methods: A questionnaire was developed to obtain information from researchers across Nigeria from July 2014 to July 2015. Information regarding demographics, knowledge of laboratory biosafety, availability and proper use of personal protective equipment (PPE), any priority pathogens researched, attitude on and use of standard laboratory practices, and biosafety awareness was obtained using a numeric scoring system. Data were analyzed with descriptive statistics, and univariate and multivariate logistic regression. Results: A total of 74 participants from 19 facilities completed the questionnaire. General knowledge scores ranged from 3 to 28 (out of 28 possible points), with 94.6% of respondents receiving low scores (scores < mean + 1 standard deviation). Very few (17.6%) reported availability or use PPE. Many participants (63.5%) reported no access to biosafety level (BSL)-1-3 facilities. None reported availability of a BSL-4 facility. Knowledge scores pertaining to biosafety management practices ranged from 0 to 14 (out of 14 possible points) with 47.3% of respondents receiving good scores (scores > mean + 1 standard deviation). Only 16.2% of respondents (from four facilities) reported having biosafety officers. Rabies virus was the most researched pathogen (31.1% of respondents). The majority (71.6%) were unaware of laws guiding biosafety. Researchers [odds ratio (OR) = 18.0; 95% confidence interval (CI): 1.63, 198.5; p = 0.023], especially in BSL-2 (OR = 258.5; 95% CI: 12.71, 5256; p < 0.001) facility of research institute (OR = 25.0; 95% CI: 5.18, 120.6; p < 0.001), are more likely to have adequate access to and properly utilize biosafety devices and PPE. Conclusions: Current knowledge of laboratory biosafety is limited except among a few researchers.

MDA에서 판별변수 선택을 위한 베이즈 기준 (A Bayes Criterion for Selecting Variables in MDA)

  • 김혜중;유희경
    • 응용통계연구
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    • 제11권2호
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    • pp.435-449
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    • 1998
  • 본 연구는 다중판별분석(MDA)에서 필요한 변수선택기준을 베이즈접근법으로 제안하였다. 이 베이즈판별변수 선택기준은 여러 정규모집단분포의 평균벡터에 대한 동질성 검정에 필요한 디폴터형태의 베이즈요인을 객관적 베이즈방법으로 유도하여 설정하였다. 디폴트베이즈요인(default Bayes factor)은 Spiegelhalter와 Smith (1982)가 계발한 가상적트레이닝표본법(imaginary training sample method)을 사용하여서 도출하였다. 또한 제안된 베이즈판별변수선택 기준이 지닌 분포의 성질을 이용하여, 추가 판별변수(또는 변수군)가 MDA에 기여하는 부가적인 판별력에 대한 검정법 및 추가판별변수(또는 변수군)의 선택 기준에 대해서도 논하였다. 본 연구에서 새로이 얻은 변수선택기준은 최적부분집합선택법(optimal subset selection method)뿐 아니라 각 단계적방법(stepwise method)의 변수선택기준으로 사용될 수 있으며, 두 그룹 판별분석에도 사용이 가능하다는 점에서 표본이론에 의해 여러 형태로 개발된 기존의 판별변수 선택 기준들을 하나로 통합시킬 수 있는 기능을 지니고 있다. 모의실험을 실시하여 최적 부분집합선택법과 단계적방법하에서 제안된 판별변수선택 기준이 가진 효용성을 평가하였다.

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계층적 벌점함수를 이용한 주성분분석 (Hierarchically penalized sparse principal component analysis)

  • 강종경;박재신;방성완
    • 응용통계연구
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    • 제30권1호
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    • pp.135-145
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    • 2017
  • 주성분 분석(principal component analysis; PCA)은 서로 상관되어 있는 다변량 자료의 차원을 축소하는 대표적인 기법으로 많은 다변량 분석에서 활용되고 있다. 하지만 주성분은 모든 변수들의 선형결합으로 이루어지므로, 그 결과의 해석이 어렵다는 한계가 있다. sparse PCA(SPCA) 방법은 elastic net 형태의 벌점함수를 이용하여 보다 성긴(sparse) 적재를 가진 수정된 주성분을 만들어주지만, 변수들의 그룹구조를 이용하지 못한다는 한계가 있다. 이에 본 연구에서는 기존 SPCA를 개선하여, 자료가 그룹화되어 있는 경우에 유의한 그룹을 선택함과 동시에 그룹 내 불필요한 변수를 제거할 수 있는 새로운 주성분 분석 방법을 제시하고자 한다. 그룹과 그룹 내 변수 구조를 모형 적합에 이용하기 위하여, sparse 주성분 분석에서의 elastic net 벌점함수 대신에 계층적 벌점함수 형태를 고려하였다. 또한 실제 자료의 분석을 통해 제안 방법의 성능 및 유용성을 입증하였다.

Risk Factors for Lung Cancer Mortality in a Referral Center

  • Jamaati, H;Baghaei, P;Sharifianfard, M;Emami, H;Najmi, K;Seifi, S;Salimi, B;Pourabdollah, M;Kiani, A;Hashemian, M;Khosravi, A
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권6호
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    • pp.2877-2881
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    • 2016
  • Background: Lung cancer is one of the most common causes of death that is rising in many countries including Iran. This study aimed to determine the impact of factors on survival of lung cancer patients at a referral center of lung diseases in Tehran, Iran. Materials and Methods: A retrospective study was conducted on adult lung cancer cases admitted to a referral center for lung diseases from 2011 to 2015. Multivariate analysis was performed to determine the risk factors for all-cause mortality. Results: Of a total 933 patients with lung cancer, 53.4% died, 49.3% of them at the hospital. Overall median follow-up time was 7 months. The most common histological type of cancer was adenocarcinoma with a 13 month median survival time. Age ${\geq}55$ and smoking remained significant for all-cause mortality on Cox analysis, whereas gender was not. Conclusions: The survival of lung cancer patients is poor and the patients with history of smoking and age${\geq}55$ are at increased risk of death. Having a large hospital-based registry provides a good measurement of prognostic statistics for lung cancer. Further investigations are necessary to establish reasons for mortality.

산후 24개월 이내 어머니의 수유형태와 예측요인 (Types of Breastfeeding and its Predictors of Mothers in Twenty-four Months after Birth)

  • 김미영;김선희;이자형
    • 여성건강간호학회지
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    • 제17권1호
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    • pp.21-30
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    • 2011
  • Purpose: This study was done to investigate the types of breastfeeding visits by mothers twenty-four months after birth and to identify the factors that increased breast feeding rates. Methods: The subjects of this study totaled seven hundred and seventy-four mothers with infants aged 2 years or less who had visited national medical institutions including Sanhujori service facilities, breastfeeding care service facilities, and community health centers. Data was collected from June 22 to July 31, 2009. Data was analyzed using descriptive statistics, $x^2$ test, ANOVA with a post hoc Scheffe test, and multiple logistic regression. Results: Major findings of this study were significant differences of planned length of breastfeeding and breastfeeding self-efficacy in relation to the differing types of breast feeding community visits by mothers. In multivariate logistic regression, baby's age, exclusive breastfeeding at hospital, utilization of breastfeeding care service facility, planned length of breastfeeding, and breastfeeding self-efficacy were independent predictors of the feeding type. Conclusion: In order to increase breastfeeding rates, programs provided by public health care services and medical facilities should start education on breast feeding in the hospital before mothers are discharged and then continue through the use of Sanhujori service facilities and workplace at 3 month and 6 month postpartum.

Effect of Childbirth Age on Bone Mineral Density in Postmenopausal Women

  • We, Ji Sun;Han, Kyungdo;Kwon, Hyuk-Sang;Kil, Kicheol
    • Journal of Korean Medical Science
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    • 제33권48호
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    • pp.311.1-311.10
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    • 2018
  • Background: In postmenopausal women, there is rapid bone loss due to estrogen depletion. In women, reproductive factors such as age at menarche, breastfeeding, and parity are considered risk factors of osteoporosis. Many reports suggest that obesity is associated with a reduced risk of osteoporosis. This nationwide, population-based study aims to identify the association between maternal age and osteoporosis risk in postmenopausal women of different obesity classifications. Methods: We assessed data from the Korean National Health and Nutrition Examination Survey 2010-2012. The study included 1,328 postmenopausal women, after excluding women with missing data for reproductive history among 4,546 postmenopausal women in the survey. Multivariate regression was used to identify the association between childbirth age and postmenopausal bone mineral density after adjustments for confounding factors. Results: The prevalence of postmenopausal osteoporosis was 35.24% (n = 468). After dividing the subjects into obese and non-obese groups based on body mass index (BMI) and waist circumference, there were significant differences between non-osteoporosis and osteoporosis groups with regard to age at first childbirth, age at last childbirth, and parity in the BMI-based general obesity group. The prevalence of osteoporosis was highest in women older than 35 years old at last childbirth. The prevalence of osteoporosis was also greater in women with parity ${\geq}4$ compared to those with lower parity levels. Conclusion: Postmenopausal women of older age at last childbirth and higher parity were at increased risk of osteoporosis in the BMI-based non-general obesity group.

재난 피해자의 삶의 질에 영향을 미치는 요인: 제3차 재난 피해자 패널 자료분석 (Factors associated with Quality of Life among Disaster Victims: An Analysis of the 3rd Nationwide Panel Survey of Disaster Victims)

  • 조명선
    • 지역사회간호학회지
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    • 제30권2호
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    • pp.217-225
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    • 2019
  • Purpose: The purpose of this study is to assess socio-demographic, disaster-related, physical health-related, psychological, and social factors that may adversely affect disaster victims' QoL (Quality of Life). Methods: A cross sectional study was designed by using the secondary data. From the 3rd Disaster Victims Panel Survey (2012~2017), a total of 1,659 data were analyzed by using descriptive statistics including frequency, percentage, t-test, ANOVA, and multivariate linear regression. Results: Older people with lower health status lacking financial resources prior to a disaster were more at risk of low levels of QoL. Lower levels of perceived health status, resilience, and QoL were reported by disaster exposed individuals, while their depression was higher than the depression in the control group of disaster unexposed ones. Resilience, social and material supports were positively associated with QoL whereas depression and PTSD (Post-Traumatic Stress Disorders) were negatively associated. Conclusion: These findings suggest that psychological symptoms and loss due to disasters can have adverse impacts on the QoL of disaster victims in accordance with their prior socio-demographic background. They also indicate that targeted post-disaster community nursing intervention should be considered a means of increased social support as well as physical and mental health care for disaster victims.

영산강 하구 해수역의 수질 및 식물플랑크톤 생체량(chlorophyll-a) 변동 특성: 장기(2009-2018년) 자료 분석 (Characteristics of Water Quality and Chlorophyll-a in the Seawater Zone of the Yeongsan River Estuary: Long-term (2009-2018) Data Analysis)

  • 박상준;신용식
    • Ocean and Polar Research
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    • 제44권1호
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    • pp.13-27
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    • 2022
  • The Yeongsan River estuary was altered by a sea dike built in 1981 and the sluice gates in the dike were extended recently in 2014. The construction has caused changes in water properties and hydrodynamics and also produced disturbances including hypoxia and algal blooms. We analyzed the water quality and chlorophyll-a data (2009-2018) collected seasonally at 3 stations (Sts. 1-3) along the channel of the estuary by the Marine Environmental Monitoring System. Variations in water quality and chlorophyll-a (an index of phytoplankton biomass) were examined and their stressors were also identified by statistics including correlation and multivariate principal component analyses (PCA). The water quality was mainly affected by freshwater discharge from the dike. Salinity, nutrients and chlorophyll-a were especially affected by the discharge and the effect enhanced during summer and at the upper region near the sea dike decreasing downstream. Three factors were extracted for each station in the PCA accounting for 66.07-72.42% of the variations. The first was an external factor associated with freshwater discharge and the second and third were seasonal or biological factors. The results indicate that the water quality is more affected by short-termed and episodic events such as freshwater discharge than seasonal events and the influence of freshwater discharge on water quality is more extensive than that previously reported. This suggests that the boundary of the estuary should be extended to take into account the findings of this study and a management strategy linked to the freshwater zone is required to manage the integrity and water quality of the Yeongsan River estuary.

장마시기에 따른 농업용 저수지 내 용존 유기물 분광특성과 분자량 변화 (Changes in Spectroscopic and Molecular Weight Characteristics of Dissolved Organic Matter in an Agriculture Reservoir during a Summer Monsoon)

  • 정가영;이윤경;유하영;남귀숙;허진
    • 한국물환경학회지
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    • 제37권6호
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    • pp.458-468
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    • 2021
  • In this study, we investigated the variations of dissolved organic matter (DOM) in an agricultural reservoir during the monsoon period (June to October, 2020) with respect to the organic carbon concentration (DOC), molecular weight distribution, and optical properties. The monsoon period was divided into three phases - beginning storm (BS), during storm (DS), and after storm (AS). Our results showed significant differences in the concentrations and characteristics of DOM during the summer monsoon. The DOC concentrations were decreased after the monsoon, probably due to a dilution effect. In contrast, increasing trends were observed in the specific UV absorbance (SUVA), and relative abundances of humic-like fluorescence and larger-sized compounds. These observations implied that the large-sized and humic-like organic components with terrestrial origins strongly affected the reservoir DOM after the summer monsoon. Meanwhile, biopolymer size fraction, which is associated with algal activity, became more abundant after the monsoon. These results suggest that DOM with autochthonous sources became dominant as a result of the inflow of nutrients into the reservoir after the storm. Spatial changes in DOM within the reservoir were not pronounced as much as the temporal variations. All taken, it can be concluded that the summer monsoon simply led to the decrease of DOM concentrations while the sources and the quality of DOM underwent substantial changes, which may enrich refractory organic matter in the reservoir. This study reveals the importance of in-depth DOM quality monitoring before and after summer monsoon for effective water quality management in agricultural reservoirs.