• 한국경영과학회지
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• 제27권4호
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• pp.111-126
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• 2002

This paper presents an interactive decision procedure to aggregate each group member's preferences when each group member articulates his or her preference information incompletely. An index, an indicative for the preference strength between alternatives, is derived to aid each decision maker to articulate preference information about alternatives. We develop a mathematical programming model that can establish dominance relations when the preference information about values of alternatives, attribute weights, and group member's importance weights are provided incompletely. Also, the preference relation between alternatives is to be considered in the model. Based on the preference strength measure and mathematical model, we develop an interactive group decision support procedure.

• 대한기계학회:학술대회논문집
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• 대한기계학회 2008년도 추계학술대회A
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• pp.1187-1192
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• 2008

In this paper, a versatile multi-objective optimization concept for fatigue life prediction is introduced. Multi-objective decision making in engineering design refers to obtaining a preferred optimal solution in the context of conflicting design objectives. Compromise decision support problems are used to model engineering decisions involving multiple trade-offs. These methods typically rely on a summation of weighted attributes to accomplish trade-offs among competing objectives. This paper gives an interpretation of the decision parameters as governing both the relative importance of the attributes and the degree of compensation between them. The approach utilizes a response surface model, the compromise decision support problem, which is a multi-objective formulation based on goal programming. Examples illustrate the concepts and demonstrate their applicability.

• 한국건축시공학회지
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• 제23권6호
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• pp.851-862
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• 2023

본 연구에서는 감영 복구사업 계획 수립을 위한 의사결정지원 모델 개발을 통해 감영의 우선 복원대상 건물 선정 업무에 객관적이고 체계적인 검토기준을 마련하였다. 제안된 모델은 문헌고찰을 통한 평가항목 도출과 이를 정립하기 위해 델파이 방법을 적용하였으며, 평가항목 가중치 부여를 위한 AHP 설문을 수행하였다. 도출된 지원모델은 복원대상 건물들 간의 상대적인 우선순위를 평가 항목별로 점수화하여 표현함으로써 복원예산 편성 시 합리적인 의사결정을 가능하게 하였다. 사례연구를 통해 본 연구에서 제안한 모델의 적용성을 검증하였다. 전문가 자문결과 본 연구의 모델이 실제 복원사업의 계획수립시 유용하게 활용될 수 있을 것으로 나타났다.

• 한국건설관리학회:학술대회논문집
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• 한국건설관리학회 2004년도 제5회 정기학술발표대회 논문집
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• pp.145-152
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• 2004

정보기술을 통한 건설산업의 관리 체계화와 생산성 증대 및 경쟁력 제고를 위해서는 우선적으로 건설업체에서 구축 $\cdot$ 활용하고 있는 정보시스템의 활용특성에 대한 체계적인 정리가 필요하다. 특히, 건설의사결정측면에서 건설데이터를 활용한 고급분석기술인 의시결정지원기술에 대한 전략적이며 체계적인 적용모델을 적립할 필요성이 대두되고 있다. 즉, 건설업체의 정보시스템에 대한 구축 수준을 파악하고 건설의사결정지원과 관련된 문제점을 도출해 낼 수 있는 합리적인 분석틀을 통해 건설정보시스템의 전략적 활용 방안에 대한 기초적인 연구가 필요하다. 이를 위하여 기존 연구들을 바탕으로 푹적된 데이터의 부가가치를 높일 수 있는 대안으로서 의사결정을 지원하기 위한 정보시스템 활용특성 모델을 제안하고 사례연구를 통하여 그 타당성을 검증하였다. 본 연구를 통하여 건설업계의 의사결정지원기술에 대한 인식제고와 건설조직에서 활용하고 있는 정보시스템의 적극적 활용의 대안의 기초를 마련하고자 한다.

• Asia pacific journal of information systems
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• 제14권1호
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• pp.125-142
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• 2004

Knowledge management has been increasingly recognized as important in business management context. Although knowledge management has been proposed as an enabler to reach competitive advantage, little research has considered applying knowledge to business decision-making activities, which may be the main task of enterprise management. The application of knowledge to decision-making has a more significant impact on organizational performance than mere knowledge management for operational level processing. For this purpose, the present study proposes a decision support loop based on the integration of knowledge by adopting a cognitive modeling approach. The proposed model is then discussed, in the real context of an application case.

• Industrial Engineering and Management Systems
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• 제1권1호
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• pp.58-63
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• 2002

Recently a new multi-attribute analysis method is one of the evident areas of important points in the decision support system analysis. The area of decision support system may be broken into three primary area: idea generation, multi-attribute structured analysis method, and the integration of the results of analysis. This research developed an internet/intranet-based solution builder for a three-step decision support system in the view of 1) brainstorming for the idea generation, 2) analytic hierarchy process as a multi-attribute structured analysis method and 3) aggregating logic model to integrate the results of individual analysis. A computer program is developed and demonstrated in internet/intranet-based decision problem. This solution builder provides decision makers a good tool for remote group decision making.

• 한국콘텐츠학회논문지
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• 제21권12호
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• pp.13-22
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• 2021

임상의사결정시스템은 누적된 의료 데이터를 활용하여 머신러닝으로 학습된 AI 모델을 환자의 진단 및 진료 예측에 적용한다. 그러나 기존의 블랙박스 기반의 AI 응용은 시스템이 예측한 결과에 대해 타당한 이유를 제시하지 못하여 설명성이 부족한 한계점이 존재한다. 이와 같은 문제점을 보완하기 위해 이 논문에서는 임상의사결정시스템의 개발 단계에서 설명이 가능한 XAI를 적용하는 시스템 모델을 제안한다. 제안 모델은 기존의 AI모델에 설명성이 가능한 특정 XAI 기술을 추가로 적용시켜 블랙박스의 한계점을 보완할 수 있다. 제안 모델의 적용을 보이기 위해 LIME과 SHAP을 활용한 XAI 적용 사례를 제시한다. 테스트를 통해 데이터들이 모델의 예측 결과에 어떤 영향을 미치는지 다양한 관점에서 설명할 수 있다. 제안된 모델은 사용자에게 구체적인 이유를 제시함으로써 사용자의 신뢰를 높일 수 있는 장점을 가진다. 아울러 XAI의 적극적인 활용을 통해 기존 임상의사결정시스템의 한계를 극복하고 더 나은 진단 및 의사결정 지원을 가능하게 할 것으로 기대한다.

• 수산경영론집
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• 제32권1호
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• pp.81-97
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• 2001

The main objective of this research is to identify the evaluation criteria of the local governments' projects for the fisheries industry development (LGPFID) and to develop the evaluation software prototype applicable to LGPFID. This research does not try to develop the whole evaluation processes and programs for LGPFID, but just to outline the approach to managing LGPFID. The evaluation processes and programs developed in this study is based on the group decision support systems(GDSS), which is a collaborative, system-oriented, and objective system useful in evaluating LGPFID. Specifically the goals of the programs are to : (1) enhance the quality of evaluation process for LGPFID; (2) provide the local government decision makers' and interest groups' access to comprehensive evaluation information; (3) support private-public collaboration in government's decision making. We used analytic hierarchy process model as a group decision making model and programmed the application software prototype with Visual Basic language.

• Journal of Construction Engineering and Project Management
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• 제7권2호
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• pp.19-33
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• 2017

Various forms of procurement are open to companies when constructing new owner-occupied properties. The selection of a form of procurement is an important decision-making problem for companies and their Corporate Real Estate Management (CREM) departments. With this in mind, a decision support tool has been developed to optimise the outcome and success of company's proposed real estate development projects and is presented in this paper. This model can also be used for current real estate portfolios to optimise returns in the long term. In pursuit of this objective and in order to provide an academic basis for this study, decision-relevant goals and parameters were initially identified from the referenced literature used in our research. These were subsequently evaluated in a case study of a corporate development project and identified as specific decision criteria from the perspective of the CREM. The investigation identified 15 criteria that are relevant to the corporate decision-making process in procuring and/or developing property. A model for supporting and resolving decision-making problems of this type was derived from decision theory. In this paper, a decision-making tool is presented that takes into account all the decision criteria from the CREM point of view for the first time. This model should therefore serve as an aid in implementing the decision-making process for the development of real estate projects in a more structured and transparent manner.

• Safety and Health at Work
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• 제5권2호
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• pp.97-105
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• 2014

Background: Prolonged standing has been hypothesized as a vital contributor to discomfort and muscle fatigue in the workplace. The objective of this study was to develop a decision support system that could provide systematic analysis and solutions to minimize the discomfort and muscle fatigue associated with prolonged standing. Methods: The integration of object-oriented programming and a Model Oriented Simultaneous Engineering System were used to design the architecture of the decision support system. Results: Validation of the decision support system was carried out in two manufacturing companies. The validation process showed that the decision support system produced reliable results. Conclusion: The decision support system is a reliable advisory tool for providing analysis and solutions to problems related to the discomfort and muscle fatigue associated with prolonged standing. Further testing of the decision support system is suggested before it is used commercially.