• Title/Summary/Keyword: Non-Parametric Statistics

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A Study on the Intention to Use Community Care Service by Pre-Caregivers Based on Dementia Under the Long-Term Care Insurance System for the Aged -Special dementia rating (5 rates) in the focus (예비치매 부양자의 재가서비스 이용에 관한 연구 -치매특별등급(5등급) 중심으로)

  • Son, Yi-Suk;Lee, Kyung-Soo;Chung, Jae-wook
    • Journal of Korean Clinical Health Science
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    • v.4 no.3
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    • pp.603-614
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    • 2016
  • Purpose. The purpose of this study was to provide basic data regarding the intention to use community care service based on special grading for dementia in the South Korean Society. Methods. A survey was conducted using a questionnaire adapted on the basis of literature review regarding the first to fourth grade under the long-term care insurance system for the aged from May 1 to 30, 2015 and a total of 272 questionnaires were statistically processed using SPSS 21.0. Frequency analysis, descriptive statistics, and cross-tabulation analysis were performed. The non-parametric type of test, ${\chi}^2$ test, was used for statistical testing. Results. This study obtained the following results: First, caregivers had greater intention to ask recipients to use daytime and nighttime care service. Second, there were statistically significant differences in caregivers' education, occupation, monthly average income, co-residence status, intimacy, and care-giving burden (emotional, financial, and social) and recipients' activities of daily living, instrumental activities of daily living, mental health status, dementia status, and intention to use community care service based on special grading for dementia. Conclusions. There are very few statistical data and academic materials regarding special grading for dementia, which has recently been established. The results of this study are therefore expected to help make a systematic analysis of the intention to use community care service by caregivers based on special grading for dementia.

A Study on the Prediction of Power Consumption in the Air-Conditioning System by Using the Gaussian Process (정규 확률과정을 사용한 공조 시스템의 전력 소모량 예측에 관한 연구)

  • Lee, Chang-Yong;Song, Gensoo;Kim, Jinho
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.39 no.1
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    • pp.64-72
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    • 2016
  • In this paper, we utilize a Gaussian process to predict the power consumption in the air-conditioning system. As the power consumption in the air-conditioning system takes a form of a time-series and the prediction of the power consumption becomes very important from the perspective of the efficient energy management, it is worth to investigate the time-series model for the prediction of the power consumption. To this end, we apply the Gaussian process to predict the power consumption, in which the Gaussian process provides a prior probability to every possible function and higher probabilities are given to functions that are more likely consistent with the empirical data. We also discuss how to estimate the hyper-parameters, which are parameters in the covariance function of the Gaussian process model. We estimated the hyper-parameters with two different methods (marginal likelihood and leave-one-out cross validation) and obtained a model that pertinently describes the data and the results are more or less independent of the estimation method of hyper-parameters. We validated the prediction results by the error analysis of the mean relative error and the mean absolute error. The mean relative error analysis showed that about 3.4% of the predicted value came from the error, and the mean absolute error analysis confirmed that the error in within the standard deviation of the predicted value. We also adopt the non-parametric Wilcoxon's sign-rank test to assess the fitness of the proposed model and found that the null hypothesis of uniformity was accepted under the significance level of 5%. These results can be applied to a more elaborate control of the power consumption in the air-conditioning system.

Relationship between HER2 Proto-oncogene Status and Prognostic Factors of Breast Cancer in the West of Iran

  • Amirifard, Nasrin;Sadeghi, Edris;Payandeh, Mehrdad;Mohebbi, Hossain;Sadeghi, Masoud;Choubsaz, Mansour
    • Asian Pacific Journal of Cancer Prevention
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    • v.17 no.1
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    • pp.295-298
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    • 2016
  • Background: Breast cancer is a very common health problem in Iranian women. The HER2-neu gene is a transmembrane receptor tyrosine kinase with homology to members of the EGF receptor family. The aim of this study was to investigate the association between HER2-neu oncogene status with prognostic factors of breast cancer in Kermanshah province, Iran. Materials and Methods: Relationship between HER2-neu and prognostic factors of 130 cases of breast cancer were evaluated during two years in Imam Reza hospital in Kermanshah, Iran. Data were analyzed using descriptive statistics and the T-test and Mann-Whitney U non-parametric test using SPSS 19. Results: The mean age for the patients was $46.0{\pm}8.0years$, all being female. Among the predictive factors for breast cancer were family history, stage of disease, involvement of the lymphovascular system, number of involved lymph nodes in axillaries, grading and hormone receptor status with HER2-neu oncogene had direct correlation and between factors, tumor location, patient age and histological characteristics and HER2-neu oncogene had no significant relationship. We found significant correlation between HER2 with ER and PR and also HER2 with ER, PR negative. Conclusions: HER2-neu is risk factor that can be a good prognostic and also predictive factor. For these reasons, we recommend that it be evaluated for all types of BC.

Does surgical procedure type impact postoperative pain and recovery in deep inferior epigastric artery perforator flap breast reconstruction?

  • Azizi, Alexander A.;Mohan, Anita T.;Tomouk, Taj;Brickley, Elizabeth B.;Malata, Charles M.
    • Archives of Plastic Surgery
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    • v.47 no.4
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    • pp.324-332
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    • 2020
  • Background The deep inferior epigastric artery perforator (DIEP) flap is the commonest flap used for breast reconstruction after mastectomy. It is performed as a unilateral (based on one [unipedicled] or two [bipedicled] vascular pedicles) or bilateral procedure following unilateral or bilateral mastectomies. No previous studies have comprehensively analyzed analgesia requirements and hospital stay of these three forms of surgical reconstruction. Methods A 7-year retrospective cohort study (2008-2015) of a single-surgeon's DIEP-patients was conducted. Patient-reported pain scores, patient-controlled morphine requirements and recovery times were compared using non-parametric statistics and multivariable regression. Results The study included 135 participants: unilateral unipedicled (n=84), unilateral bipedicled (n=24) and bilateral unipedicled (n=27). Univariate comparison of the three DIEP types showed a significant difference in 12-hour postoperative morphine requirements (P=0.020); bipedicled unilateral patients used significantly less morphine than unipedicled (unilateral) patients at 12 (P=0.005), 24 (P=0.020), and 48 (P=0.046) hours. Multivariable regression comparing these two groups revealed that both reconstruction type and smoking status were significant predictors for 12-hour postoperative morphine usage (P=0.038 and P=0.049, respectively), but only smoking, remained significant at 24 (P=0.010) and 48 (P=0.010) hours. Bilateral reconstruction patients' mean hospital stay was 2 days longer than either unilateral reconstruction (P<0.001). Conclusions Although all three forms of DIEP flap breast reconstruction had similar postoperative pain measures, a novel finding of our study was that bipedicled DIEP flap harvest might be associated with lower early postoperative morphine requirements. Bilateral and bipedicled procedures in appropriate patients might therefore be undertaken without significantly increased pain/morbidity compared to unilateral unipedicled reconstructions.

Effects of One-to-Many Tutoring Mathematics Cooperative Learning on the Cognitive and Affective Domains of High School Students (일대다 튜토링 수학 협동학습이 고등학생의 인지적·정의적 영역에 미치는 영향)

  • Yoo, Ki Jong
    • Communications of Mathematical Education
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    • v.34 no.2
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    • pp.161-177
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    • 2020
  • This study constructed an experiment group and a comparative group, composed of high school students preparing for "Na" type math exam and provided one-to-many tutoring cooperative learning. This study tested the differences between group and between pre- and post-treatment scores by group using non-parametric statistics techniques. Moreover, this study conducted an open-type survey twice and had individual interviews to examine the affective domains of students. The difference in scores between the experimental group and the comparative group was not significant. However, the difference between pre- and post-treatment math scores was only significant in the experiment group among the three groups. Additionally, the student-teacher could reflect on him or her and improve self-efficacy while teaching other ordinary students. The ordinary students were more interested and motivated in the lessons and became more confident. In terms of mathematics competency, we could see that communication, problem-solving, reasoning, and attitude & practice were improved.

Workers' Attitudes about a System of Collaborative Hospital Practice between Western and Traditional Korean Medicine (양.한방협진제도에 대한 직장인들의 태도)

  • Goo, Je-Gil;No, Hong-In;Hong, Sun-Mee;Kang, In-Sook;Lee, Young-Ho;Han, Dong-Woon
    • Journal of Society of Preventive Korean Medicine
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    • v.13 no.2
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    • pp.129-146
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    • 2009
  • Background and Objectives: The purpose of the study was to explore the attitude of workers toward a system of collaborative hospital practice between western and traditional Korean medicine, to identify factors influencing this attitude, and discuss the reasons socioeconomic groups' differences. Method: The data were collected with a questionnaire for this study from 14 April 2009 to 1 May 2009. Data were analyzed mainly via non-parametric statistics and logistic regressions utilising SPSS 17.0 (Statistical Package for the Social Sciences) to determine the workers' attitude about the hospital system and to predict factors contributing to positive attitudes. Results: A total of 1,260 workers working for large factories in Gwangju Metropolitan City. Findings confirmed that more than 40% of the workers show interest in the system and about 44% of the workers also express positive attitudes. Factors found to influence the workers' response included marital status, income level, health status, experience in complementary medicine services, the number of health care facilities' visit. Conclusions: The prospects to establish the system of collaborative hospital practice as reflected by the workers' view about the Korean health care service delivery system. Their attitudes toward the system differed among socioeconomic groups. Government and health care providers should identify the socioeconomic subgroups' demands and opinions in order to find and develop measures of integrating western and traditional Korean medicine in health care facilities.

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Use of a Bootstrap Method for Estimating Basic Wood Density for Pinus densiflora in Korea (부트스트랩을 이용한 소나무의 목재기본밀도 추정 및 평가)

  • Pyo, Jung Kee;Son, Yeong Mo;Kim, Yeong Hwan;Kim, Rae Hyun;Lee, Kyeong Hak;Lee, Young Jin
    • Journal of Korean Society of Forest Science
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    • v.100 no.3
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    • pp.392-396
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    • 2011
  • The purpose of this study was to develop the basic wood density (Abbreviated BWD) for Pinus densiflora and to evaluate the applicability of bootstrap simulation method. The data sets were divided into two groups based on eco-types in Korea, one from Gangwon type and the other from Jungbu type. The estimated BWDs derived from bootstrap simulation, which is one of the non-parametric statistics, were 0.418 ($g/cm^3$) in the Pinus densiflora in Gangwon while 0.464 ($g/cm^3$) in the Pinus densiflora in Jungbu. To evaluate the bootstrap simulation, the mean BWD, standard error and 95% confidence interval of probability density were estimated. The number of replication were 100, 500, 1,000, and 5,000 times that showed constant 95% confidence interval, while tended to decrease in terms of standard errors. The results of this study could be very useful to apply basic wood density values to calculate reliable carbon stocks for Pinus densiflora in Korea.

Improved Trend Estimation of Non-monotonic Time Series Through Increased Homogeneity in Direction of Time-variation (시변동의 동질성 증가에 의한 비단조적 시계열자료의 경향성 탐지력 향상)

  • Oh, Kyoung-Doo;Park, Soo-Yun;Lee, Soon-Cheol;Jun, Byong-Ho;Ahn, Won-Sik
    • Journal of Korea Water Resources Association
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    • v.38 no.8 s.157
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    • pp.617-629
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    • 2005
  • In this paper, a hypothesis is tested that division of non-monotonic time series into monotonic parts will improve the estimation of trends through increased homogeneity in direction of time-variation using LOWESS smoothing and seasonal Kendall test. From the trend analysis of generated time series and water temperature, discharge, air temperature and solar radiation of Lake Daechung, it is shown that the hypothesis is supported by improved estimation of trends and slopes. Also, characteristics in homogeneity variation of seasonal changes seems to be more clearly manifested as homogeneity in direction of time-variation is increased. And this will help understand the effects of human intervention on natural processes and seems to warrant more in-depth study on this subject. The proposed method can be used for trend analysis to detect monotonic trends and it is expected to improve understanding of long-term changes in natural environment.

Effect of LI4-LI11 Transcutaneous Electrical Nerve Stimulation on Regional Cerebral Blood Flow in Healthy Human Using SPECT and Statistical Parametric Mapping (뇌 SPECT와 SPM을 이용한 합곡-곡지 TENS 치료의 뇌혈류에 대한 효과)

  • Jeong, Dong-Won;Kim, Young-Suk;Park, Seong-Uk;Jung, Woo-Sang;Park, Jung-Mi;Ko, Chang-Nam;Cho, Ki-Ho;Bae, Hyung-Sup;Kim, Deok-Yoon;Moon, Sang-Kwan
    • The Journal of Korean Medicine
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    • v.29 no.4
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    • pp.205-212
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    • 2008
  • Background and purpose: So far it was reported that acupuncture increased cerebral blood supply and stimulated the functional activity of brain nerve cells. A previous study demonstrated a correlation between LI4-11 electro-acupuncture (EA) and rCBF increase in frontal lobe. However, there remained a need to study further using various controls in acupuncture research. Transcutaneous electrical nerve stimulation (TENS) has been used as a non-invasive control in acupuncture study. This study was to evaluate the effect of LI4-LI11 TENS on regional cerebral blood flow (rCBF) in normal volunteers using single photon emission computed tomography (SPECT) and statistical parametric mapping (SPM). Methods: In the resting state, $^{99m}Tc-ECD$ brain SPECT scans were performed on 10 normal volunteers (9 males, 1 female, mean age 26.6$\pm$0.5 years; age range from 26 to 27 years). On the other day, 7 days after the resting examination, 15 minute TENS were applied at LI 4 and LI 11 on the right side of the subjects. Immediately after LI4-LI11 TENS, the second SPECT images were obtained in the same manner as the resting state. Significant increases and decreases of regional cerebral blood flow after LI4-LI11 TENS were estimated by comparing their SPECT images with those of the resting state using paired t statistics at every voxel, which were analyzed by statistical parametric mapping with a threshold of p = 0.001, uncorrected (extent threshold: k=100 voxels). Results: TENS applied at right LI4-LI11 increased rCBF in the left somatosensory association cortex (Brodmann area 5, 7). However there was no area where LI4-11 TENS decreased rCBF. Conclusion and suggestions: These results demonstrate that right LI4-LI11 TENS increased rCBF only in corresponding somatosensory association cortex, which was different from the previous results using LI4-11 EA. It is suggested that there be a different mechanism between TENS and EA.

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Impact of Cutback of Screen Quota in Korean Movie Market: Three Years Before and After the Screen Quota Reduction in 2006 (스크린 쿼터 축소의 영향분석)

  • Kim, Jung-Ho
    • The Journal of the Korea Contents Association
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    • v.11 no.2
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    • pp.238-250
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    • 2011
  • In 2006, the number of days of the screen quota (theatrical movie screening days of Korean produced films in a year required by the law) was reduced to 73 days from 146 days per year. Three years after the reduction of screen quota, this paper studies the impact of reduction of screen quota system on Korean produced films. Using Non-parametric statistics, Gini Index and Regression analysis, this study shows that the average number of Korean moviegoer of Korean films which was released last three years(2007-2009) after the cutback of screen quota in 2006 is reduced to 640,109.9123 from 1,107,217.82 for three years(2003-2005) before the cutback. And this is significant in statistics. while Hollywood film gets 76,168,518 more audiences than the total number of audience for 2003-2005, the total numbers of Korean films is cut to 218,917,590 (2007-2009) from 245,802,356 (2003-2005). Gini Index of 2009(0.84) indicates that the inequality of a distribution of box office performance of Korean films is getting worse after the cutback. For now, the reduction of screen quota has negative effects for Korean films. Only the technological advance, education of relates personnel, redesigning of the related infrastructure, market-driven movies, creative production, and the promotion of the independent films can reduced the negative effects.