• 제목/요약/키워드: analytic scoring

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서식지 적합성 지수(HSI)를 활용한 남생이 서식지 복원 대상지 선정 방안 연구 (A Study on Site Selection for Reeve's turtle(Maunemys reevesii) Habitats Using Habitat Suitability Index)

  • 박용수;장민호;차진열;조동길;김승희;이성우
    • 한국환경복원기술학회지
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    • 제18권3호
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    • pp.109-118
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    • 2015
  • This study was performed to propose the site selection plan for the restoration of the target Reeve's turtle (Maunemys reevesii) habitat and has developed the AHP model to select the optimal site for Reeve's turtle habitat restoration on the basis of the Reeve's turtle Habitat Suitability Index (HSI) items (factors and variables). The assessment areas were established by the Reeve's turtle HSI factors such as breeding space, feed, cover, water, threatening factors and others and the sub-assessment items by each assessment area were established based on the Reeve's turtle HSI variables. The weighting values of the assessment areas and items were calculated by the developed AHP method. The weighting values of the 5 assessment areas were arranged in order as breeding space(0.293), food(0.273), water(0.217), cover(0.113), and threatening factor(0.104). The final weighting values of the 17 assessment items were arranged in order of height as all kind of food(0.222), water depth(0.096), altitude of spawning ground(0.093). The scoring criteria according to the assessment items and factors were marked and applied by equal intervals considering the criteria by HSI items of the Reeve's turtle and finally the scoring criteria diagram as been proposed for the optimal site selection of the Reeve's turtle habitat restoration.

인공지능 기반 금융서비스의 공정성 확보를 위한 체크리스트 제안: 인공지능 기반 개인신용평가를 중심으로 (A Checklist to Improve the Fairness in AI Financial Service: Focused on the AI-based Credit Scoring Service)

  • 김하영;허정윤;권호창
    • 지능정보연구
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    • 제28권3호
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    • pp.259-278
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    • 2022
  • 인공지능(AI)의 확산과 함께 금융 분야에서도 상품추천, 고객 응대 자동화, 이상거래탐지, 신용 심사 등 다양한 인공지능 기반 서비스가 확대되고 있다. 하지만 데이터에 기반한 기계학습의 특성상 신뢰성과 관련된 문제 발생과 예상하지 못한 사회적 논란도 함께 발생하고 있다. 인공지능의 효용은 극대화하고 위험과 부작용은 최소화할 수 있는 신뢰할 수 있는 인공지능에 대한 필요성은 점점 더 커지고 있다. 이러한 배경에서 본 연구는 소비자의 금융 생활에 직접 영향을 끼치는 인공지능 기반 개인신용평가의 공정성 확보를 위한 체크리스트 제안을 통해 인공지능 기반 금융서비스에 대한 신뢰 향상에 기여하고자 하였다. 인공지능 신뢰성의 주요 핵심 요소인 투명성, 안전성, 책무성, 공정성 중 포용 금융의 관점에서 자동화된 알고리즘의 혜택을 사회적 차별 없이 모두가 누릴 수 있도록 공정성을 연구 대상으로 선정하였다. 문헌 연구를 통해 공정성이 영향을 끼치는 서비스 운용의 전 과정을 데이터, 알고리즘, 사용자의 세 개의 영역으로 구분하고, 12가지 하위 점검 항목과 항목별 세부 권고안으로 체크리스트를 구성하였다. 구성한 체크리스트는 이해관계자(금융 분야 종사자, 인공지능 분야 종사자, 일반 사용자)별 계층적 분석과정(AHP)을 통해 점검 항목에 대한 상대적 중요도 및 우선순위를 도출하였다. 이해관계자별 중요도에 따라 세 개의 그룹으로 분류하여 분석한 결과 학습데이터와 비금융정보 활용에 대한 타당성 검증 및 신규 유입 데이터 모니터링의 필요성 등 실용적 측면에서 구체적인 점검 사항을 파악하였고, 금융 소비자인 일반 사용자의 경우 결과에 대한 해석 오류 및 편향성 확인에 대한 중요도를 높게 평가한다는 것을 확인할 수 있었다. 본 연구의 결과가 더 공정한 인공지능 기반 금융서비스의 구축과 운영에 기여할 수 있기를 기대한다.

Graded approach to determine the frequency and difficulty of safety culture attributes: The F-D matrix

  • Ahn, Jeeyea;Min, Byung Joo;Lee, Seung Jun
    • Nuclear Engineering and Technology
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    • 제54권6호
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    • pp.2067-2076
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    • 2022
  • The importance of safety culture has been emphasized to achieve a high level of safety. In this light, a systematic method to more properly deal with safety culture is necessary. Here, a decision-making tool that can apply a graded approach to the analysis of safety culture is proposed, called the F-D matrix, which determines the frequency and the difficulty of safety culture attributes recently defined by the IAEA. A hierarchical model of difficulty contributors was developed as a scoring standard, and its elements were weighted via expert evaluation using the analytic hierarchy process. The frequency of the attributes was derived by analyzing reported events from nuclear power plants in the Republic of Korea. Period-by-period comparisons with the F-D matrix can show trends in the change of the maturity level of an organization's safety culture and help to evaluate the effectiveness of previously implemented measures. In the evaluating the difficulty of the attributes in the recently developed harmonized safety culture model, the difficulties of Trending, Benchmarking, Resilience, and Documentation and Procedures were found to be relatively high, while the difficulties of Conflicts are Resolved, Ownership, Collaboration, and Respect is Evident were found to be relatively low. A case study was conducted with an analysis period of 10 years to attempt to reflect the many changes in safety culture that have been made following the Fukushima accident in March 2011. As a result of comparing two periods following the Fukushima accident, the overall frequency decreased by about 40%, providing evidence for the effects of the various improvements and measures taken following the increased emphasis on safety culture. The proposed F-D matrix provides a new analytical perspective and enables an in-depth analysis of safety culture.

Using Bayesian network and Intuitionistic fuzzy Analytic Hierarchy Process to assess the risk of water inrush from fault in subsea tunnel

  • Song, Qian;Xue, Yiguo;Li, Guangkun;Su, Maoxin;Qiu, Daohong;Kong, Fanmeng;Zhou, Binghua
    • Geomechanics and Engineering
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    • 제27권6호
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    • pp.605-614
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    • 2021
  • Water inrush from fault is one of the most severe hazards during tunnel excavation. However, the traditional evaluation methods are deficient in both quantitative evaluation and uncertainty handling. In this paper, a comprehensive methodology method combined intuitionistic fuzzy AHP with a Bayesian network for the risk assessment of water inrush from fault in the subsea tunnel was proposed. Through the intuitionistic fuzzy analytic hierarchy process to replace the traditional expert scoring method to determine the prior probability of the node in the Bayesian network. After the field data is normalized, it is classified according to the data range. Then, using obtained results into the Bayesian network, conduct a risk assessment with field data which have processed of water inrush disaster on the tunnel. Simultaneously, a sensitivity analysis technique was utilized to investigate each factor's contribution rate to determine the most critical factor affecting tunnel water inrush risk. Taking Qingdao Kiaochow Bay Tunnel as an example, by predictive analysis of fifteen fault zones, thirteen of them are consistent with the actual situation which shows that the IFAHP-Bayesian Network method is feasible and applicable. Through sensitivity analysis, it is shown that the Fissure development and Apparent resistivity are more critical comparing than other factor especially the Permeability coefficient and Fault dip. The method can provide planners and engineers with adequate decision-making support, which is vital to prevent and control tunnel water inrush.

역세권 유형별 특성에 의한 서울시 도시개발관리 방향 연구 : 서울시 지하철 역세권을 중심으로 (Development on the Urban Management Pollcy by the Types of Subway Station Areas: the Case of Seoul, Korea)

  • 김옥연;이주형
    • 토지주택연구
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    • 제2권4호
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    • pp.539-552
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    • 2011
  • 역세권 주택공급시 현재 시행되고 있는 뉴타운 사업과 같이 동시다발적으로 구역지정되어 발생되는 도시문제를 최소화하고자, 서울시 도시내부에 분포하는 250개 역세권을 유형화하여 유형별 특성을 분석하고, 유형별로 개발시기를 비롯한 도시개발관리 기준을 수립하여 차별적 도시관리 방안을 제안하였다. 역세권 특성을 분석하기 위한 객관적 지표로서 선행연구(AHP분석)에서 제시된 주택개발잠재력 지표를 활용하여 서울시 250개 역세권에 대하여 주택개발잠재력을 평가하였으며, 도출된 주택개발잠재력 평가결과를 이용하여 역세권을 5개의 그룹으로 유형화하고, 유형별 특성을 분석하였다. 유형화 결과, 서울시 역세권은 주택개발압력과 주택개발수용력이 모두 저(低)로 나타나는 군집1과, 주택개발압력 중저(中低) 주태개발수용력 중저(中低)인 군집2, 주택개발압력 중(中) 주택개발수용력 고(高)인 군집3, 주택개발압력 고(高) 주택개발수용력 중고(中高)인 군집4, 주택개발압력 중고(中高) 주택개발수용력 저(低)인 군집5로 분류되었다. 이를 다시 역세권 특성별로 군집1은 외곽개발유보지역, 군집2는 내부개발유보지역, 군집3은 개발관리지역, 군집4는 개발촉진지역, 군집5는 개발억제지역으로 분류하고 각 유형별 지역에 대하여 개발방안을 제시하였다.

An Improved Interval AHP Method for Assessment of Cloud Platform-based Electrical Safety Monitoring System

  • Wang, Shou-Xiang;Ge, Lei-Jiao;Cai, Sheng-Xia;Zhang, Dong
    • Journal of Electrical Engineering and Technology
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    • 제12권2호
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    • pp.959-968
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    • 2017
  • Electrical safety monitoring System (ESMS) is a critical component in modern power systems, which is characterized by large-scale access points, massive users and versatile requirements. For convenience of the information integration and analysis, the software development, maintenance, and application in the system, the cloud platform based ESMS is established and assessed in this paper. Firstly the framework of the system is proposed, and then the assessment scheme with a set of evaluation indices are presented, by which the appropriate cloud product can be chosen to meet the requirements of a specific application. Moreover, to calculate the weights of the evaluation indices under uncertainty, an improved interval AHP method is adopted to take into consideration of the fuzziness of expert scoring, the qualitative consistency test, and the two normalizations in the process of eigenvectors. Case studies have been made to verify the feasibility of the assessment approach for ESMS.

공과대학생들의 수리 - 공간 - 언어 능력 사이의 관계 및 성별 차이에 관한 연구 (A Study on the Relation among Mathematical - Spatial - Verbal Abilities and Gender Differences of Engineering Students)

  • 김연미
    • 공학교육연구
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    • 제18권4호
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    • pp.34-44
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    • 2015
  • Mathematical, spatial, and verbal abilities are important for future engineers to succeed in the STEM disciplines. The purpose of the study is to assess engineering students' spatial abilities and analyse the relationship with mathematical achievement, verbal achievement, and gender. On the mental rotation tests, 65% of male students demonstrated a substantial level of spatial abilities. But only 30% of female students exhibited spatial skills at the same level as their male colleagues. The correlations between mathematical - spatial - verbal abilities are found to be negligible. When spatial visualization ability was plotted according to the mathematical achievement level, there was no difference in the mean spatial abilities score. But when mathematical achievement score was plotted according to the spatial abilities, there was a noticeable difference. Regression analysis confirmed that female students' mathematical achievement increased as spatial abilities improved. This phenomenon was not observed for male students. It's because male students' spatial ability already contributed to their mathematics achievement. So spatial ability can be regarded as one factor for the gender differences in mathematics achievement. The gender gap on spatial abilities and math achievement is large among high achieving students. For example, there was a 4.3 to 1 male - female ratio and 3.4 to 1 male - female ratio among students scoring 99th percentile in spatial visualization test and scholastic aptitude test-math.

AHP를 활용한 애완곤충 종 선발의 평가지표 개발 및 적용 (Development and Applying of an Evaluation Index for Selecting Pet Insects Using AHP)

  • 김소윤;박해철;송정훈;노승진;김성현
    • 한국응용곤충학회지
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    • 제59권3호
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    • pp.169-175
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    • 2020
  • 본 연구를 통해 애완곤충산업에 이용될 수 있는 곤충 종에 대한 평가지표를 개발하였다. 분석 방법으로는 전문가 의견조사인 델파이(Delphi) 방법을 이용하여 4개의 대분류와 9개의 중분류로 구성된 평가항목을 도출하였다. 또한, 계층분석과정(AHP)을 활용하여 애완곤충 종을 선발하기 위한 평가기준을 마련하였고, 적용 시험을 통해 점수의 체계화를 구축하였다.

모자건강관리를 위한 위험요인별 감별평점분류기준 개발에 관한 연구 (A Study on the Risk Factors for Maternal and Child Health Care Program with Emphasis on Developing the Risk Score System)

  • 이광옥
    • 대한간호학회지
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    • 제13권1호
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    • pp.7-21
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    • 1983
  • For the flexible and rational distribution of limited existing health resources based on measurements of individual risk, the socalled Risk Approach is being proposed by the World Health Organization as a managerial tool in maternal and child health care program. This approach, in principle, puts us under the necessity of developing a technique by which we will be able to measure the degree of risk or to discriminate the future outcomes of pregnancy on the basis of prior information obtainable at prenatal care delivery settings. Numerous recent studies have focussed on the identification of relevant risk factors as the Prior infer mation and on defining the adverse outcomes of pregnancy to be dicriminated, and also have tried on how to develope scoring system of risk factors for the quantitative assessment of the factors as the determinant of pregnancy outcomes. Once the scoring system is established the technique of classifying the patients into with normal and with adverse outcomes will be easily de veloped. The scoring system should be developed to meet the following four basic requirements. 1) Easy to construct 2) Easy to use 3) To be theoretically sound 4) To be valid In searching for a feasible methodology which will meet these requirements, the author has attempted to apply the“Likelihood Method”, one of the well known principles in statistical analysis, to develop such scoring system according to the process as follows. Step 1. Classify the patients into four groups: Group $A_1$: With adverse outcomes on fetal (neonatal) side only. Group $A_2$: With adverse outcomes on maternal side only. Group $A_3$: With adverse outcome on both maternal and fetal (neonatal) sides. Group B: With normal outcomes. Step 2. Construct the marginal tabulation on the distribution of risk factors for each group. Step 3. For the calculation of risk score, take logarithmic transformation of relative proport-ions of the distribution and round them off to integers. Step 4. Test the validity of the score chart. h total of 2, 282 maternity records registered during the period of January 1, 1982-December 31, 1982 at Ewha Womans University Hospital were used for this study and the“Questionnaire for Maternity Record for Prenatal and Intrapartum High Risk Screening”developed by the Korean Institute for Population and Health was used to rearrange the information on the records into an easy analytic form. The findings of the study are summarized as follows. 1) The risk score chart constructed on the basis of“Likelihood Method”ispresented in Table 4 in the main text. 2) From the analysis of the risk score chart it was observed that a total of 24 risk factors could be identified as having significant predicting power for the discrimination of pregnancy outcomes into four groups as defined above. They are: (1) age (2) marital status (3) age at first pregnancy (4) medical insurance (5) number of pregnancies (6) history of Cesarean sections (7). number of living child (8) history of premature infants (9) history of over weighted new born (10) history of congenital anomalies (11) history of multiple pregnancies (12) history of abnormal presentation (13) history of obstetric abnormalities (14) past illness (15) hemoglobin level (16) blood pressure (17) heart status (18) general appearance (19) edema status (20) result of abdominal examination (21) cervix status (22) pelvis status (23) chief complaints (24) Reasons for examination 3) The validity of the score chart turned out to be as follows: a) Sensitivity: Group $A_1$: 0.75 Group $A_2$: 0.78 Group $A_3$: 0.92 All combined : 0.85 b) Specificity : 0.68 4) The diagnosabilities of the“score chart”for a set of hypothetical prevalence of adverse outcomes were calculated as follows (the sensitivity“for all combined”was used). Hypothetidal Prevalence : 5% 10% 20% 30% 40% 50% 60% Diagnosability : 12% 23% 40% 53% 64% 75% 80%.

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관찰·추천제에 의한 수학영재 선발 시 사용되는 교사추천서와 자기소개서 평가에 대한 다변량 일반화가능도 이론의 활용 (An Application of Multivariate Generalizability Theory to Teacher Recommendation Letters and Self-introduction Letters Used in Selection of Mathematically Gifted Students by Observation and Nomination)

  • 김성연;한기순
    • 영재교육연구
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    • 제23권5호
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    • pp.671-695
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    • 2013
  • 이 연구는 관찰 추천제에 의한 수학영재 선발 시 사용되는 자기소개서와 교사추천서를 활용하여 측정상황에서 발생하는 오차요인들의 상대적인 영향력을 살펴보고, 이를 바탕으로 채점 영역 내의 문항 수의 조건을 변화시킴으로써 일반화가능도계수를 최대화할 수 있는 효율적인 측정 조건을 탐색하는 방법을 제시하였다. 이를 위해 2011학년도 수도권에 소재하고 있는 대학부설 과학영재교육원 수학분야에 지원한 90명의 자기소개서와 교사추천서를 2명의 교사가 분석적 방법으로 채점한 자료에 대해 다변량 일반화가능도 분석을 적용하였다. 이 연구 결과 산출된 최적의 측정 조건은 특정 영재교육원에서 제작한 루브릭을 바탕으로 수학영재를 선발하기 위해 사용된 선발도구에만 국한되지만, 이 연구에서 적용한 방법론적 틀은 시 도 교육청 영재교육원, 영재학급 그리고 대학의 영재교육원 등 각 영재교육 현장에서 직접 제작한 선발도구에 측정학적 특성을 바탕으로 최적의 측정 조건을 탐색하는 데 적용 가능하다.