• Title/Summary/Keyword: 평균민감도

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A GRNN classifier using random generator and application to classifying promoters (난수발생기를 이용한 일반화된 회귀신경망 분류기와 프로모터 분류에의 응용)

  • Kim, Kun-Ho;Kim, Byung-Whan;Kim, Kyung-Nam;Hong, Jin-Han
    • Proceedings of the KIEE Conference
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    • 2003.07d
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    • pp.2552-2554
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    • 2003
  • 난수발생기 (Random generator-RG)와 GRNN을 이용한 분류기 설계방식을 제안하며, 이를 프로모터 염기서열의 분류에 적용한다. 주어진 난수범위에서 다중 분류기를 발생하였으며, 그 성능을 예측정확도와 분류민감도 측면에서 평가하였고, 분류민감도는 다시 전체와 개별적 프로모터에 대해서 세분화하여 평가하였다. 최적화된 분류기 상호간의 비교에서 제안된 기법은 모든 임계점에 대해서, 전체 분류민감도와 전체 예측정확도를 향상시키었으며, 이는 전체 분류 민감도에서 더 두드러졌다. 한편, 개별적 프로모터에 대한 분류민감도와 예측정확도도 평균적으로 향상되었다. 이 같은 결과로 제안된 기법이 분류와 예측성능을 동시에 증진하는데 매우 효과적임을 알 수 있었다.

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Design Strategy of Stiffened Composite Shell Structure to Improve the Buckling Strength Using Numerical Experiments Based on Orthogonal Arrays (보강된 복합재 쉘구조의 좌굴강도 개선을 위한 직교배열 이용 설계방법)

  • 구정서;권오건;최진민;권영두
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.16 no.3
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    • pp.514-526
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    • 1992
  • 본 연구에서는 Taguchi 방법에 사용된 직교배열 이용 실험 계획법에 의한 최 적화 방법으로 보강된 복합재 쉘 구조의 좌굴강도 최적화를 수행하고 타당성을 고찰하 였다.한 방향의 압축하중을 받는 단순 지지된 복합재 평판과 Cut-out을 가진 원통 형 판넬의 보강재 및 섬유방향 최적 설계에 본 방법을 적용시켜 본 결과, 현저한 설계 개선과 아울러 각 설계 변수가 좌굴강도에 미치는 영향을 파악할 수 있었다. 특히 이 방법은 함수의 미분값을 이용한 민감도 해석대신에 함수값의 평균치 분석(ANOM)및 분산 분석(ANOVA)을 사용하기 때문에 설계변수의 변화에 덜 민감한 설계를 얻을 수 있 다.

Transabdominal Ultrasound Assessment of the Polycystic Ovary Syndrome (다낭난소증후군 진단시 복식 초음파의 유용성에 관한 연구)

  • Jeong, Kyung-Ah;Lee, Woon-Jeong;Chung, Hye-Won
    • Clinical and Experimental Reproductive Medicine
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    • v.36 no.4
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    • pp.255-263
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    • 2009
  • Objective: The objective of the study was to determine the diagnostic performance of transabdominal ultrasound by receiver operating characteristic (ROC) curve analysis, in order to evaluate the usefulness in establishing the diagnosis of polycystic ovary syndrome (PCOS). Methods: Questionnaires were given to 8,793 reproductive women reviewed at Ewha Womans University Mokdong hospital. Ultrasound examinations were performed in 701 women with a transabdominal transducer. Transabdominal ultrasounds were performed in 185 normal control women (normal menstruation without hyperandrogenism or PCO morphology) and 248 PCOS patients according to National Institutes of Health (NIH) PCOS diagnosis criteria. ROC curves were calculated for ovarian volume and follicle number. Results: In normal control group, the mean age were $23.64{\pm}4.26$ years old and the mean ovarian volume and follicle number were $6.03{\pm}1.89\;cm^3$ and $6.49{\pm}1.93$, respectively. The ovarian volume showed an area under the ROC curve (AURC) of 0.761. A ovarian volume decision threshold >$9\;cm^3$ had a sensitivity of 51.0% and a specificity of 91.4% for the diagnosis of PCOS. The follicle number showed an AURC of 0.733. A follicle number decision threshold ${\geq}9$ had a sensitivity of 54.9% and a specificity of 87.0% for the diagnosis of PCOS. A follicle number decision threshold ${\geq}10$ had a sensitivity of 53.2% and a specificity of 90.4%. A follicle number and a ovarian volume did not have a high diagnostic power for screening for PCOS. Conclusion: Our results suggest that transabdominal ultrasound assessment is not effective for the detection of PCOS in young women of reproductive age.

Application of GOCI to the Estimates of Primary Productivity in the Coastal Waters of the East Sea (동해 연안역 일차생산량 추정을 위한 GOCI 자료 적용)

  • Choi, Jong-kuk;Ahn, Jae-Hyun;Son, Young Baek;Hwang, Deuk-jae;Lee, Sun Ju
    • Korean Journal of Remote Sensing
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    • v.36 no.2_2
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    • pp.237-247
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    • 2020
  • Here, we generated maps of primary production in the coastal waters of the East Sea using sea surface chlorophyll-a concentrations (CHL), photosynthetically available radiation (PAR), euphotic depth induced by GOCI along with sea surface temperature (SST) from satellites of foreign countries as input parameters, and carried out a sensitivity analysis for each parameters. On 25th of July in 2013 when a wide cold waters appeared and on 13th of August in 2013 when a big harmful algal bloom existed in the study area, it shows high productivities with averages 1,012 and 1,945 mg C m-2 d-1, respectively. On August 25, 2013, when the cold waters and red tide retreated, it showed an average of 778 m-2 d-1, similar to the results of the previous analysis. As a result of the sensitivity analysis, PAR did not significantly affect the results of the primary production, but the euphotic depth and CHL showed aboveaverage sensitivity. In particular, SST had a large influence to the results, thus we could imply that an error in SST could lead to a large error in the primary production. This study showed that GOCI data was available for primary production study, and the accuracy of input parameters might be improved by applying GOCI, which can acquire images 8 times a day, making it more accurate than foreign polar orbit satellites and consequently, it is possible to estimate highly accurately primary production.

Analysis of Mammography for Patient with Breast Cancer (유방암 환자를 대상으로 한 유방영상검사 분석)

  • Mo, Eun-Hui;Lim, Cheong-Hwan;Lee, Sang-Ho;Jung, Hong-Ryang;Lee, Hye-Nam
    • Journal of radiological science and technology
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    • v.34 no.1
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    • pp.1-7
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    • 2011
  • The purpose of this study is to evaluate the diagnostic accuracy of breast cancer from mammography images and to investigate the characteristics of patients who was diagnosed as a breast cancer. The subjects for this study were 85 patients who underwent breast imaging test with screen-film method and investigated from March 2010 to October 2010. The average age of the subjects is 51.9 years old. The 43.5% of onsets were located at the upper outer quadrant (UOQ). In terms of the age group, group for 40-49 ages were highest 37.6 (32/85)%. As for breast composition, fatty and dense breast were 30.6% (26/85) and 69.4% (59/85) respectively. The average age of the patients with fatty breast is 62.4 years old, whereas those with dense breast was 46.5 years old. The false negative rate of mammography images was 27.1% (23/85) and the sensitivity of mammography was 72.9% (62/85). The false negative rate of the patients with dense breast was 32.2% (19/59). the sensitivity of them was 67.8% (40/59).

Sensitivity Analysis of Hydrogeologic Parameters by Groundwater Table Fluctuation Model in Jeju Island (지하수위 변동 해석모델을 이용한 제주지역의 수리지질 매개변수 민감도 분석)

  • Kim, Nam Won;Kim, Youn Jung;Chung, Il-Moon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.34 no.5
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    • pp.1409-1420
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    • 2014
  • In this work, we have carried out a sensitivity analysis of hydrogeologic parameters such as reaction factor and drainable pore space in groundwater table fluctuation model and have found characteristics of parameter distribution according to the altitude. We found that drainable pore space which is hydrogeologic parameter of aquifer didn't show any trend with altitude while reaction factor which is groundwater flow characteristic showed clear trend with altitude. To find a sensitivity of parameters, we compared RMSE of estimated groundwater recharges by using the mean value and linear relationship of parameters. As results, the linear equation derived for entire watersheds could be applied to estimate parameters for ungauged watershed. Furthermore, the features of parameter distribution can be used to predict hydrogeologic parameter in ungauged watersheds and it is expected that those features could be used for a basic data for groundwater modeling.

How Sensitive is the Earth Climate to a Runaway Carbon Dioxide? (기후는 이산화탄소 증가에 얼마나 민감한가?)

  • Choi, Yong-Sang
    • Journal of the Korean earth science society
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    • v.32 no.2
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    • pp.239-247
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    • 2011
  • The United Nations Framework Convention on Climate Change and the corresponding national low-carbon policy should be grounded on the scientific understanding of climate sensitivity to the increase in CO2 concentration. This is, however, precluded by the fact that current estimates of the climate sensitivity highly vary. To understand the scientific background, limitations, and prospects of the climate sensitivity study, this paper reviews, as objectively as possible, the most recent results on the sensitivity issue. Theoretically, the climate sensitivity hinges on climate feedbacks from various atmospheric and surface physical processes. Especially cloud and sea-ice processes associated with shortwave radiation are known to have largest uncertainty, resulting in an inaccurate estimation of climate sensitivity. For this reason, recent observational studies using satellite data suggest sensitivity lower than or similar to those estimated by climate models (2-5 K per doubled CO2).

Effects of the design variables and their constraints on the stage performance of an axial flow turbine (축류 터빈의 설계 변수 및 설계 변수의 제한조건이 성능에 미치는 영향)

  • 박호동;정명균
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.15 no.6
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    • pp.2109-2124
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    • 1991
  • A simulation program is developed to analyse the performance of an axial flow turbine stage based on the meanline prediction method. The gradient projection method is utilized to minimize the aerodynamic losses under the specified constraints on such as flow coefficient, total pressure ratio, stage power and blade loading coefficient. After obtaining the optimum point for minimizing the stage loss, a sensitivity analysis is carried out ground the optimum point to find the effects of the design variables and the design constraints on the stage performance. The result of the senitivity analysis under a constant blade loading coefficient shows that the total loss is more sensitive to the mean diameter, the absolute flow angle at nozzle outlet, the relative flow angle at rotor outlet and the axial mean velocity compared to the chords and the pitches. Moreover, the design constraints on the degree of reaction at root and the blade length-to-diameter ratio are found to be most influencial on the maximization of the overall aerodynamic efficiency.

An Analysis of Effects of Changes in Foreign Exchange Rates on the Domestic Energy Prices : Diesel, Heavy Oil, and LNG (환율변동이 국내 에너지가격에 미치는 영향 분석 : 경유, 중유, LNG를 중심으로)

  • Jung Gi Chul;Choi Jea Seoung
    • Journal of the Korean Institute of Gas
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    • v.3 no.2 s.7
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    • pp.11-16
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    • 1999
  • Oil and LNG products are characterized by the facts that the raw materials are all imported and financing is dependent heavily upon foreign countries. This makes the oil and LNG products sensitive to changes in foreign exchange rates. However, the extent to which they respond to changes in foreign exchange rates, particularly the extent of price changes, vary considerably, due to the differences in the structures of price determination. The purposes of this paper are twofolds. The first one is to analyze the structures of price determination of diesel, heavy oil, and LNG. The second one is to analyze the effects of changes in foreign exchange rates on the prices of and price competitiveness of the fuels in question through the sensitivity analysis. The results of the sensitivity analysis indicate that diesel price is most sensitive and heavy oil price is least sensitive to changes in foreign exchange rates.

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Sensitivity Analysis and Parameter Evaluation of a Distributed Model for Rainfall-Runoff-Soil Erosion-Sediment Transport Modeling in the Naesung Stream Watershed (내성천 유역의 강우-유출-토양침식-유사이송 모의를 위한 분포형 모형의 민감도 분석 및 매개변수 평가)

  • Jeong, Won Jun;Ji, Un
    • Journal of Korea Water Resources Association
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    • v.47 no.12
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    • pp.1121-1134
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    • 2014
  • The distributed watershed model of rainfall-runoff-soil erosion-sedimen transport was constructed for the Naesung Stream Watershed with high potentiality and risk of sediments produced by soil erosion. The sensitivity analyses of roughness coefficient and hydraulic conductivity which affected the modeling results of runoff and sediment concentration were performed in this study. As a result, the change of the roughness coefficient for the forest area from 0.4 to 0.45 did not affect the change in runoff and stream discharge and the average value and range of sediment concentration were also insignificantly increased with few difference. As a result of the sensitivity analysis of the hydraulic conductivity, the total amount of runoff and maximum runoff were gradually increased as the hydraulic conductivity was reduced. In the case of sediment concentration modeling, the average and the range of sediment concentration for all stations were increased as the hydraulic conductivity was decreased. For the Hyangseok Station, in case of the hydraulic conductivity reduced by 50%, the simulation result of sediment concentration was most similar to the estimated value by the sediment rating curve.