• International Journal of Computer Science & Network Security
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• 제21권7호
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• pp.350-358
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• 2021

In modern years, the performance of the students is analysed with lot of difficulties, which is a very important problem in all the academic institutions. The main idea of this paper is to analyze and evaluate the academic performance of the college students with bipolar disorder by applying data mining classification algorithms using Jupiter Notebook, python tool. This tool has been generally used as a decision-making tool in terms of academic performance of the students. The various classifiers could be logistic regression, random forest classifier gini, random forest classifier entropy, decision tree classifier, K-Neighbours classifier, Ada Boost classifier, Extra Tree Classifier, GaussianNB, BernoulliNB are used. The results of such classification model deals with 13 measures like Accuracy, Precision, Recall, F1 Measure, Sensitivity, Specificity, R Squared, Mean Absolute Error, Mean Squared Error, Root Mean Squared Error, TPR, TNR, FPR and FNR. Therefore, conclusion could be reached that the Decision Tree Classifier is better than that of different algorithms.

• 한국정보처리학회논문지
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• 제4권10호
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• pp.2533-2543
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• 1997

컴퓨터 네트워크 장비의 객관적 선정을 위해서는 통신 서비스 품질(Quality of Service : QoS) 개념의 이해와 적용이 요구된다. ITU-T E.800 권고안은 공급자와 고객관점의 서비스 품질 및 만족도 평가 기준을 제시하고 있기 때문에 네트워크 제품 평가 및 선정에 이용될 수 있다. 본 연구에서는 QoS를 고려한 LAN 스위치 평가모형과 선정을 위한 소프트웨어 도구를 개발하였다. 이를 위한 구체적 평가방법으로 효과적인 집단 의사결정을 위한 다기준 평가 모형에서 유용하게 이용되는 Saaty의 계층적 분석방법(Analytic Hierarchy Process : AHP)을 적용하였다. 선정 평가를 위한 자료는 네트워크 전문가들에 대한 설문조사와 현장 조사 방법으로 수집하였다. 그리고 제안된 LAN 스위치 평가 모형에 따라 선정 도구를 구현하고 적용 결과를 분석하였다. 본 연구 결과는 LAN 스위치 선정을 위한 의사결정시 유용한 도구로 활용될 수 있을 것으로 기대되며, 아울러 컴퓨터 네트워크와 관련된 QoS 기반의 평가 및 선정을 위한 의사결정에 적용될 수 있을 것이다.

• 한국지능정보시스템학회:학술대회논문집
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• 한국지능정보시스템학회 1999년도 추계학술대회-지능형 정보기술과 미래조직 Information Technology and Future Organization
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• pp.281-289
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• 1999

The objective of this paper is to propose a brand new interface mechanism to provide more intelligent decision making support for EC problems. Its main virtue is based on a numerical process mechanism by using an Extended AND-OR Graph (EAOG)-based logic algebra. Using this mechanism, decision makers engaged in electronic commerce (EC) can effectively deal with complicated decision making problems. In the field of traditional expert systems research, AND-OR Graph approach has been suggested as a useful tool for representing the logic flowchart of the forward and/or backward chaining inference methods. However, the AND-OR Graph approach cannot be effectively used in the EC problems in which real-time problem-solving property should be highly required. In this sense, we propose the EAOG inference mechanism for EC problem-solving in which heurisric knowledge necessary for intelligent EC problem-solving can be represented in a form of matrix. Finally, we have proved the validity of our approach with several propositions and an illustrative EC example

• Asia pacific journal of information systems
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• 제6권2호
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• pp.5-17
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• 1996

There are various cases that we vote for making a decision or combining ideas (i.e. human being's opinions) in group meetings. Group Decision Support System(GDSS) provides us with a number of voting methods for decision making or aggregation of the ideas. It is generally difficult to select a voting method appropriate for given a meeting situation, without any aid of experts or computers having a knowledge on voting. In this paper we propose a supporting system for selecting an appropriate voting method. Since the selected method is recommended to the facilitator of GDSS, a part of time and effort related with the voting would be reduced. The knowledge in the system is represented as rules that are inductively generated from examples of voting. We used UNiK-INDUCE with ID3 algorithm so as to learn, which is a tool of developing expert systems.

• 대한물리치료과학회지
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• 제18권1호
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• pp.33-49
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• 2011

The process of physical therapy uses a problem-solving approach to enhance a patients's functioning status. The International Classification of Functioning, Disability and Health(ICF) is the common concept for the functioning in the world. Physical therapists require the ability to identify problems, formulate hypothesis, and plan intervention strategies through clinical reasoning. In the clinical process, physical therapists need to use standard and common languages in speech and in documentation. The purpose of this study was to suggest the process of making strategy for efficient intervention, examining and evaluating the functional problem of the person with stroke using ICF tools. For the first step in this process model, therapists could list the information relating to functional problems used by the ICF Core set and then could identify the interaction among the problems using the ICF assessment sheet. For the next step, therapist is needed to make the hypothesis and hypothesis testing, and then set a primary functional goals and therapeutic goals in detail after prioritizing the problems to be managed based on the problem list. Finally, after setting the identified problems as the purpose of intervention through the hypothesis testing, therapist could do some intervention after making a plan to solve these problems, and find out the outcomes using the ICF evaluation display. This report illustrates how to apply the process based on ICF concept into physical therapy practice. Making a decision for the most efficient intervention requires that therapists use the clinical reasoning process based on ICF concept.

• Journal of Preventive Medicine and Public Health
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• 제22권1호
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• pp.57-64
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• 1989

A decision support system (DSS) was developed to support doctor's decision-making in diagnosing hearing loss. The final diagnosis encompassed 41 diseases with the problem of hearing loss. The system was developed by integrating model-oriented DSS technique and artificial intelligence technology. The system can be used as both diagnosis tool and teaching tool for medical students. Furthermore, the AI technology obtained from this study may also be used in developing DSS for hospital management.

• 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.

• Nuclear Engineering and Technology
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• 제44권6호
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• pp.653-662
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• 2012

We evaluate the technical and organizational aspects of the severe accident management guideline (SAMG), focusing on the decision-making process in the technical support center (TSC). From the technical aspects, we conclude that the present SAMG is a good tool that can assist the TSC in efficiently managing probable severe accidents. However, we suggest that the clear separation of the emergency operating procedure (EOP) and SAMG, which shifts plant control from the main control room (MCR) to the TSC, might not be an effective framework from an organizational perspective. Studies on organizational behavior demonstrate that a group decision made under a risky situation might be polarized in either a risky or cautious way. We recognize that we cannot be free from the polarization effect since the current SAMG recommends that the TSC evaluate the advantages and disadvantages of strategies to be implemented and choose the best one based on a group decision process. Illustrative examples of accident management under risky conditions are recapitulated from previous studies of the authors and we propose that the SAMG should be more proceduralized to remove this polarization from the decision-making process.

• 한국건설관리학회논문집
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• 제6권5호
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• pp.89-101
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• 2005

건축공사의 프로젝트 초기단계에 있어서 관련조직 간의 정보전달은 프로젝트의 수행방법을 결정하는데 중요한 영향을 미친다. 그러나 실제로는 체계적인 분석방법 보다는 현장관리자의 경험에 의존하여 중요한 의사결정이 수행되어 왔다. 예를 들면, 건축공사 프로젝트에서 공법선택은 설계자의 경험에 의존한 의사결정으로 진행되어 왔다. 이로 인해 시공단계에서 불필요한 공법변경사례가 발생하여 공기지 연 및 공사비 상승을 초래하였다. 주된 원인은 건축공사 프로젝트의 특성을 반영한 합리적인 의사결정 프로세스에 관한 검토가 체계적으로 이루어지지 않았기 때문이다. 따라서 합리적으로 공법을 선택할 수 있는 지원도구뿐만 아니라 생산설계가 필요하다. 본 연구는 프로젝트 초기단계에서 다양한 영향요인과 연계하여 체계적인 생산설계과정과 의사결정모델을 제안하는 것을 목적으로 하였다. 이러한 관점에서 연구의 목적을 달성하기 위해 다음과 같은 수순으로 연구를 진행하였다. 1)생산설계에 관한 선행이론을 분석하였으며, 2)구체공사에 있어서 프로젝트 제약조건의 분석을 통해 최적의 공법을 선택하는 과정에 대해서 고찰하였다. 3)생산설계의 문제점을 구체화하기 위해 사례연구내용을 분석하였다. 4)사례연구 및 전문가 면담의 결과를 분석함으로써 생산설계를 지원하기 위한 협력체 모델을 제안하였다. 제안된 모델은 유사한 프로젝트에 적용할 수 있도록 체계적으로 축적된 자료로 관리되고 관련조직간 정보전달을 개선할 수 있는 유효한 도구로서 활용될 수 있을 것으로 예상되어진다.

• 보건행정학회지
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• 제9권2호
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• pp.77-94
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• 1999

The purpose of this study is to establish strategy by subdividing consumer market according to the lifestyle which influences the use of medical facilities. The subject of this study were 700 adults who were over 20 years of age and residing in Suwon and its vicinity. To collect data trained staff conducted person-to-person interviews with the assistance of structured questionnaires. The questionnaires cover the areas of life style pattern study. the characteristics of demographic sociology, decision-making process related to the use of medical service. The influencing factors were analyzed and as a result total 18 factors were singled out. Cluster analysis was performed to differentiate similar responses. Each group was named as 'health-unconcern type' 'passive health-concern type' 'regular health-concern type' and 'active health-concern type' according to the characteristics. Each group showed statistically significant difference in the characteristics of demographic sociology. Decision-making process regarding the use of medical service according to lifestyle was analyzed. As a result following items showed significant difference:whether the information was utilized, what was the criteria in selecting medical facilities for serious illness or complicated examination. who was the decision maker in selection medical facilities, and with whom one discussed in selecting medical facilities. The result of this study has its limitation in that it can not be applied directly to market subdivision. However, this will help medical facilities understand customers' lifestyle. which will eventually provide medical facilities with marketing tools in establishing effective PR strategy. In order to apply the lifestyle as a marketing tool of medical facilities, following tasks are to be carried out: the development of the questionnaire which can better analyze consumers' lifestyle related to the use of medical service. the examination of precise characteristics of subdivided market according to lifestyle. and the continuing study on the relationship between lifestyle and the process in selecting medical facilities.