• 제목/요약/키워드: kolmogorov-smirnov test

검색결과 207건 처리시간 0.022초

Effect of frontal facial type and sex on preferred chin projection

  • Choi, Jin-Young;Kim, Taeyun;Kim, Hyung-Mo;Lee, Sang-Hoon;Cho, Il-sik;Baek, Seung-Hak
    • 대한치과교정학회지
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    • 제47권2호
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    • pp.108-117
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    • 2017
  • Objective: To investigate the effects of frontal facial type (FFT) and sex on preferred chin projection (CP) in three-dimensional (3D) facial images. Methods: Six 3D facial images were acquired using a 3D facial scanner (euryprosopic [Eury-FFT], mesoprosopic [Meso-FFT], and leptoprosopic [Lepto-FFT] for each sex). After normal CP in each 3D facial image was set to $10^{\circ}$ of the facial profile angle (glabella-subnasale-pogonion), CPs were morphed by gradations of $2^{\circ}$ from normal (moderately protrusive [$6^{\circ}$], slightly protrusive [$8^{\circ}$], slightly retrusive [$12^{\circ}$], and moderately retrusive [$14^{\circ}$]). Seventy-five dental students (48 men and 27 women) were asked to rate the CPs ($6^{\circ}$, $8^{\circ}$, $10^{\circ}$, $12^{\circ}$, and $14^{\circ}$) from the most to least preferred in each 3D image. Statistical analyses included the Kolmogorov-Smirnov test, Kruskal-Wallis test, and Bonferroni correction. Results: No significant difference was observed in the distribution of preferred CP in the same FFT between male and female evaluators. In Meso-FFT, the normal CP was the most preferred without any sex difference. However, in Eury-FFT, the slightly protrusive CP was favored in male 3D images, but the normal CP was preferred in female 3D images. In Lepto-FFT, the normal CP was favored in male 3D images, whereas the slightly retrusive CP was favored in female 3D images. The mean preferred CP angle differed significantly according to FFT (Eury-FFT: male, $8.7^{\circ}$, female, $9.9^{\circ}$; Meso-FFT: male, $9.8^{\circ}$, female, $10.7^{\circ}$; Lepto-FFT: male, $10.8^{\circ}$, female, $11.4^{\circ}$; p < 0.001). Conclusions: Our findings might serve as guidelines for setting the preferred CP according to FFT and sex.

A comparative study of established z score models for coronary artery diameters in 181 healthy Korean children

  • Ryu, Kyungguk;Yu, Jeong Jin;Jun, Hyun Ok;Shin, Eun Jung;Heo, Young Hee;Baek, Jae Suk;Kim, Young-Hwue;Ko, Jae-Kon
    • Clinical and Experimental Pediatrics
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    • 제60권11호
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    • pp.373-378
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    • 2017
  • Purpose: The aim of this study was to investigate the statistical properties of four previously developed pediatric coronary artery z score models in healthy Korean children. Methods: The study subjects were 181 healthy Korean children, whose age ranged from 1 month to 15 years. The diameter of each coronary artery was measured using 2-dimensional echocardiography and converted to the z score in the four models (McCrindle, Olivieri, Dallaire, and Japanese model). Descriptive statistical analyses and 1-sample t tests were performed. Results: All calculated z scores had P values of ${\geq}0.050$ using the Kolmogorov-Smirnov test. The one sample t test showed that the mean z scores did not converge to zero except in 1 model, and the mean right coronary artery (RCA) z score was less than zero in all 4 models. The smaller RCA diameter in this study could be associated with the more distal measuring point used to avoid the conal branch. The percentage of subjects with extreme z score values (${\geq}2.0$ and ${\geq}2.5$) for the left main coronary artery (LMCA) seems to be higher in the Dallaire (4.9% and 3.3%) and Japanese models (7.1% and 3.8%). Conclusion: All 4 models showed statistical feasibility of normal distribution. More precise instructions would be needed for the measurement of the RCA. The higher percentage of extreme z scores for the LMCA is compatible with the basic understanding of anatomic variation in the LMCA.

비정규분포공정에서 메디안특수관리도 통용모형설정에 관한 실증적 연구(요약) (Median Control Chart for Nonnormally Distributed Processes)

  • 신용백
    • 산업경영시스템학회지
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    • 제10권16호
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    • pp.101-106
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    • 1987
  • Statistical control charts are useful tools to monitor and control the manufacturing processes and are widely used in most Korean industries. Many Korean companies, however, do not always obtain desired results from the traditional control charts by Shewhart such as the $\bar{X}$-chart, $\bar{X}$-chart, $\bar{X}$-chart, etc. This is partly because the quality charterstics of the process are not distributed normally but are skewed due to the intermittent production, small lot size, etc. In Shewhart $\bar{X}$-chart. which is the most widely used one in Kora, such skewed distributions make the plots to be inclined below or above the central line or outside the control limits although no assignable causes can be found. To overcome such shortcomings in nonnormally distributed processes, a distribution-free type of confidence interval can be used, which should be based on order statistics. This thesis is concerned with the design of control chart based on a sample median which is easy to use in practical situation and therefore properties for nonnormal distributions may be easily analyzed. Control limits and central lines are given for the more famous nonnormal distributions, such as Gamma, Beta, Lognormal, Weibull, Pareto, Truncated-normal distributions. Robustness of the proposed median control chart is compared with that of the $\bar{X}$-chart; the former tends to be superior to the latter as the probability distribution of the process becomes more skewed. The average run length to detect the assignable cause is also compared when the process has a Normal or a Gamma distribution for which the properties of X are easy to verify, the proposed chart is slightly worse than the $\bar{X}$-chart for the normally distributed product but much better for Gamma-distributed products. Average Run Lengths of the other distributions are also computed. To use the proposed control chart, the probability distribution of the process should be known or estimated. If it is not possible, the results of comparison of the robustness force us to use the proposed median control chart based oh a normal distribution. To estimate the distribution of the process, Sturge's formula is used to graph the histogram and the method of probability plotting, $\chi$$^2$-goodness of fit test and Kolmogorov-Smirnov test, are discussed with real case examples. A comparison of the proposed median chart and the $\bar{X}$ chart was also performed with these examples and the median chart turned out to be superior to the $\bar{X}$-chart.

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Concept Drift에 의한 ML 모델 성능 변화의 정량적 추정 방법 (Quantitative Estimation Method for ML Model Performance Change, Due to Concept Drift)

  • 안순홍;이훈석;김승훈
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제12권6호
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    • pp.259-266
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    • 2023
  • 기계학습을 통해 학습된 모델은 업무 활용 시 그 성능을 실측하기 매우 어렵다. 때문에 운영 부서에서는 모델의 성능을 효과적으로 관리하지 못한다. 이로 인해 모델의 상태를 판단하기 위한 Concept drift 탐지 방법이 다양하게 연구되고 있다. 운영 부서에서는 운영 중인 모델의 성능을 정량적으로 관리하려고 한다. 그러나 Concept drift는 모델 상태를 데이터 관계적으로 판단 할 뿐, 모델의 정량적 성능 수치를 추정하지는 못한다. 본 연구에서는 Concept drift의 통계량을 통해 정량적으로 precision 값을 추정하는 성능 예측 모델(PPM, Performance prediction model)을 제안한다. 제안 모델의 Algorithm 1에서는, 학습데이터에서 복원 추출한 샘플링 데이터에 인위적인 drift를 유도하고 이때의 precision을 측정하여 drift와 precision의 데이터 셋을 만들어 학습한다. Algorithm 2에서는 테스트 데이터를 통해 실제 precision과 예측 precision의 차이를 측정하여 성능 예측 모델의 오차를 보정 한다. 현실 비즈니스에서 사용될 수 있는 대출 심사 모델과 신용카드 오사용 탐지 모델에 PPM을 적용하여 성능 예측의 유효성을 확인했다.

Stochastic investigation on three-dimensional diffusion of chloride ions in concrete

  • Ye Tian;Yifei Zhu;Guoyi Zhang;Zhonggou Chen;Huiping Feng;Nanguo Jin;Xianyu Jin;Hongxiao Wu;Yinzhe Shao;Yu Liu;Dongming Yan;Zheng Zhou;Shenshan Wang;Zhiqiang Zhang
    • Computers and Concrete
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    • 제32권3호
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    • pp.247-261
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    • 2023
  • Due to the non-uniform distribution of meso-structure, the diffusion of chloride ions in concrete show the characteristics of characteristics of randomness and fuzziness, which leads to the non-uniform distribution of chloride ions and the non-uniform corrosion of steel rebar in concrete. This phenomenon is supposed as the main reason causing the uncertainty of the bearing capacity deterioration of reinforced concrete structures. In order to analyze and predict the durability of reinforced concrete structures under chloride environment, the random features of chloride ions transport in concrete were studied in this research from in situ meso-structure of concrete. Based on X-ray CT technology, the spatial distribution of coarse aggregates and pores were recognized and extracted from a cylinder concrete specimen. In considering the influence of ITZ, the in situ mesostructure of concrete specimen was reconstructed to conduct a numerical simulation on the diffusion of chloride ions in concrete, which was verified through electronic microprobe technology. Then a stochastic study was performed to investigate the distribution of chloride ions concentration in space and time. The research indicates that the influence of coarse aggregate on chloride ions diffusion is the synthetic action of tortuosity and ITZ effect. The spatial distribution of coarse aggregates and pores is the main reason leading to the non-uniform distribution of chloride ions both in spatial and time scale. The chloride ions concentration under a certain time and the time under a certain concentration both satisfy the Lognormal distribution, which are accepted by Kolmogorov-Smirnov test and Chi-square test. This research provides an efficient method for obtain mass stochastic data from limited but representative samples, which lays a solid foundation for the investigation on the service properties of reinforced concrete structures.

몬테 카를로 시뮬레이션을 이용한 소나무 탄소배출계수의 불확도 평가 (Uncertainty Assessment of Emission Factors for Pinus densiflora using Monte Carlo Simulation Technique)

  • 표정기;손영모;장광민;이영진
    • 한국산림과학회지
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    • 제102권4호
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    • pp.477-483
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    • 2013
  • 본 연구의 목적은 몬테 카를로 시뮬레이션을 이용하여 소나무 탄소배출계수 자료의 확률밀도를 추정하고 불확도를 제시하는데 있다. 이용된 탄소배출계수는 목재기본밀도, 바이오매스확장계수, 뿌리함량비이고 4개의 확률밀도 함수(정규분포, 로그정규분포, 감마분포, 와이불 분포)를 고려하였다. 2-표본 콜모그로프-스미르노프 검정통계량과 누적밀도그림을 비교하여 최적의 확률밀도함수를 선정하고 상한과 하한의 불확도를 제시하였다. 본 연구의 결과에 의하면, 각 탄소배출계수에서 추정된 확률밀도함수는 강원지방소나무에서 목재기본밀도는 감마분포, 바이오매스확장계수는 로그정규분포, 뿌리함량비는 정규분포이고 중부지방소나무에서 목재기본밀도는 정규분포, 바이오매스확장계수는 감마분포, 뿌리함량비는 감마분포를 나타내었다. 강원지방소나무 탄소배출계수의 불확도는 상한에서 62.1%, 하한에서 -52.6%이고 중부지방소나무는 상한에서 43.9%, 하한에서 -34.5%를 나타내었다.

국가표준식품성분 데이터베이스 대표시료 선정을 위한 표본설계 (A study on collecting representative food samples for the 10th Korean standard foods composition table)

  • 김진흠;황해원;조유정;박진우
    • 응용통계연구
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    • 제33권2호
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    • pp.215-228
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    • 2020
  • 농촌진흥청에서는 식품산업진흥법 제19조 제1항에 의거하여 국가표준식품성분표를 5년 주기로 발표하고 있다. 본 논문에서는 2021년 국가표준식품성분표 제10개정판 발간을 앞두고 우리나라 국민들이 많이 소비하고 있는 식품으로 선정된 182개 식품의 대표시료를 합리적이고 과학적으로 추출하기 위한 방안을 제안하였다. 농수산물을 포함한 식품을 판매하는 식료품점을 유통형태에 따라 대형마트와 전통시장으로 구분한 후 NFNAP에서 제안한 층화다단추출법을 각각 적용하여 8개 표본을 추출하였다. NFNAP는 미국인들이 소비하고 있는 식료품의 성분표에 대한 신뢰성 있는 추정을 담보하기 위해 미국 농무성과 국립보건원이 1977년에 협약을 맺고 공동 연구로 개발한 국가식품 영양분석 프로그램이다. 대형마트에 기초한 표본추출에서는 이마트 가양점, 홈플러스 시흥점, 롯데마트 동두천점, 이마트 수원점, 롯데마트 둔산점, 롯데마트 여수점, 이마트 울산점, 하나로클럽 울산점이 표본으로 추출되었고, 전통시장에 기초한 표본추출에서는 서울시 금천구 독산동우시장과 송파구 풍납시장, 고양시 일산서구 일산시장, 광주광역시 북구 운암시장, 대전광역시 대덕구 법동시장, 부산광역시 영도구 봉래시장과 해운대구 좌동재래시장, 창원시 진해구 중앙시장이 표본으로 추출되었다.

L 및 LH-모멘트법과 지역빈도분석에 의한 가뭄우량의 추정 (II)- LH-모멘트법을 중심으로 - (Estimation of Drought Rainfall by Regional Frequency Analysis Using L and LH-Moments (II) - On the method of LH-moments -)

  • 이순혁;윤성수;맹승진;류경식;주호길;박진선
    • 한국농공학회논문집
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    • 제46권5호
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    • pp.27-39
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    • 2004
  • In the first part of this study, five homogeneous regions in view of topographical and geographically homogeneous aspects except Jeju and Ulreung islands in Korea were accomplished by K-means clustering method. A total of 57 rain gauges were used for the regional frequency analysis with minimum rainfall series for the consecutive durations. Generalized Extreme Value distribution was confirmed as an optimal one among applied distributions. Drought rainfalls following the return periods were estimated by at-site and regional frequency analysis using L-moments method. It was confirmed that the design drought rainfalls estimated by the regional frequency analysis were shown to be more appropriate than those by the at-site frequency analysis. In the second part of this study, LH-moment ratio diagram and the Kolmogorov-Smirnov test on the Gumbel (GUM), Generalized Extreme Value (GEV), Generalized Logistic (GLO) and Generalized Pareto (GPA) distributions were accomplished to get optimal probability distribution. Design drought rainfalls were estimated by both at-site and regional frequency analysis using LH-moments and GEV distribution, which was confirmed as an optimal one among applied distributions. Design rainfalls were estimated by at-site and regional frequency analysis using LH-moments, the observed and simulated data resulted from Monte Carlotechniques. Design drought rainfalls derived by regional frequency analysis using L1, L2, L3 and L4-moments (LH-moments) method have shown higher reliability than those of at-site frequency analysis in view of RRMSE (Relative Root-Mean-Square Error), RBIAS (Relative Bias) and RR (Relative Reduction) for the estimated design drought rainfalls. Relative efficiency were calculated for the judgment of relative merits and demerits for the design drought rainfalls derived by regional frequency analysis using L-moments and L1, L2, L3 and L4-moments applied in the first report and second report of this study, respectively. Consequently, design drought rainfalls derived by regional frequency analysis using L-moments were shown as more reliable than those using LH-moments. Finally, design drought rainfalls for the classified five homogeneous regions following the various consecutive durations were derived by regional frequency analysis using L-moments, which was confirmed as a more reliable method through this study. Maps for the design drought rainfalls for the classified five homogeneous regions following the various consecutive durations were accomplished by the method of inverse distance weight and Arc-View, which is one of GIS techniques.

한 종합병원의 장기입원환자 흐름의 효율적 관리에 관한 연구 - 장기입원환자정상 운용개선방안을 중심으로 - (A Study on the Efficient Management of Long-term Inpatient Flour in a General Hospital)

  • 김춘배;채영문;유승흠;오희철
    • Journal of Preventive Medicine and Public Health
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    • 제23권1호
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    • pp.11-21
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    • 1990
  • This study refers to the problem of long-term inpatient flow in a general hospital. In this study, a queueing simulation model was developed for the two departments in the hospital with a homogeneous case mix and relatively many long-term inpatients in order to increase the turnover rate and hospital charges. Before the simulation n, the model was verified by the Kolmogorov-Smirnov test. The following results were generated by three alternative models of the special bed policies. 1. Alternative I : When long term inpatients were admitted to the wards belonging to departments A and B without transfer to other departments and special beds, the average turn-over rate decreased by 2-4% and the average hospital charges decreased by 70 million won. 2. Alternative II : When long-term inpatients were transferred to department C but the transfer of wards was determined by department C in order of clinical need, the average turnover rate increased by 4-13% but the average hospital charges decreased by 30 million won. This result was not greatly different from the present state. 3. Alternative III : When long-term inpatients were transferred to the special wards and department C simultaneously, the increase in the average turnover rate and hospital charges was equivalent to the increase of two beds in the special wards. When the special wards were allocated 16 beds, the average turnover rate of departments A and B increased by about 55% and 20% respectively. Also, the hospital charges increased by about 0.44 billion won. As a result, transfer to department C and the use of 16 beds in the special wards for long-term inpatients of departments A and B is expected to maximize the hospital revenue. However, as the above special bed policy can not increase the turnover rate above 60%, there is a need for a more comprehensive policy to further increase the rate. The development of an elaborate model should include the number of long-term inpatients in all clinical departments, the special wards system or an increase of hospital beds to handle admission needs, and the resources of the hospital by department. When the alternatives are evaluated, a cost-benefit analysis in addition to the turnover rate and the hospital charges should be considered.

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빈혈판정 지표로서의 헤모글로빈, 헤마토크릿 및 혈청 페리틴 (Hemoglobin, Hematocrit and Serum Ferritin as Markers of Iron Status)

  • 정해랑;문현경;송범호;김미경
    • Journal of Nutrition and Health
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    • 제24권5호
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    • pp.450-457
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    • 1991
  • 본 연구는 생화학적 검사에 의한 철 영양상태의 판정시 검사항목에 따른 판정의 정확도를 보기 위하여 외견상 건강한 18~21세의 여대생 57명을 대상으로 혈액성분 중 Hb, Hct, serum ferritin을 측정하고 그 상관성을 분석하였다. 1) 조사대상자의 Hb는 평균이 $13.9\pm0.96g/dl,$ 중앙값이 14.1g/dl 였다. Hct의 평균은 $41.4\pm2.85%,$ 중앙값은 42.0%였고, ferritin은 평균 $20.7\pm15.5ng/ml,$ 중앙값 16.5ng/ml, 최빈값 3.40ng/ml 였다. Hb, Hct, ferritin값 모두 Kolmogorov-Smirnov test결과 정규분포 하는 것으로 나타났다. 2) Hb와 Hct간에는 r=0.9467(p<0.001)로 (Hct=2.28+2.81$\times$Hb)의 회귀관계를 보였다. Hb와 ferritin간에는 r=0.5396(p<0.001)로 $\times$Hb)를, Hct와 ferritin간에는 r=0.5591(p<0.001)로 (log(ferritin)=-1.73+0.07$\times$Hct>의 회귀식이 구해졌다. 3) 빈혈발현율은 Hb 12g/dl를 기준시 5.3%, Hct 36% 기준시 10.5%, ferritin 12ng/ml 기준시 36.8% 였다. 4) Ferritin 함량을 기준하여 Hb, Hct판정에 대한 신뢰도를 분석한 결과, 빈혈 판정시 많이 이용되는 Hb 12g/dl 미만이나 Hct 36% 이하를 기준했을 때 두 방법 모두 sensitivity가 매우 낮았으며 specificity는 매우 높은 값을 보여, 빈혈 발현율이 높은 우리나라의 경우 Hb나 Hct의 판정기준치를 높일 필요가 있는 것으로 나타났다. 5) 빈혈 판정을 위한 검사방법으로서의 Hb측정은 sensitivity, specificity 등을 고려할 때 판정 기준치를 14g/dl로 하는 것이 타당할 것으로 보인다. Hct의 경우 판정치를 40%로 높일 경우에 false-negative rate가 42.9%로 낮아졌다.

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