• Title/Summary/Keyword: 계층분석적 의사결정기법

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Development of Automatic Rule Extraction Method in Data Mining : An Approach based on Hierarchical Clustering Algorithm and Rough Set Theory (데이터마이닝의 자동 데이터 규칙 추출 방법론 개발 : 계층적 클러스터링 알고리듬과 러프 셋 이론을 중심으로)

  • Oh, Seung-Joon;Park, Chan-Woong
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.6
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    • pp.135-142
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    • 2009
  • Data mining is an emerging area of computational intelligence that offers new theories, techniques, and tools for analysis of large data sets. The major techniques used in data mining are mining association rules, classification and clustering. Since these techniques are used individually, it is necessary to develop the methodology for rule extraction using a process of integrating these techniques. Rule extraction techniques assist humans in analyzing of large data sets and to turn the meaningful information contained in the data sets into successful decision making. This paper proposes an autonomous method of rule extraction using clustering and rough set theory. The experiments are carried out on data sets of UCI KDD archive and present decision rules from the proposed method. These rules can be successfully used for making decisions.

Location Selection for Residential Development with AHP and GIS Analysis Modeling Method (계층적 GIS분석 모델링에 의한 주거지개발 적지선정)

  • Han, Seung-Hee
    • The Journal of the Korea Contents Association
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    • v.11 no.4
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    • pp.440-447
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    • 2011
  • Selecting a suitable place is to determine the attributive conditions and qualified areas for the aim as factors and is to be fulfilled systematically for selecting the area which satisfies all these. This research tries to achieve a rational suitability analysis of residential development using the GIS modeling method and the hierarchical analysis process. A spatial and attributive analysis has been systematized for selecting a suitable place for the study and GIS analysis model has been used for the effective conclusion drawing for different levels. As a next step, a quantitative and qualitative evaluation index was created through complex consideration of the criteria and decision factors of the location selection, and weights were added depending on the relative importance of these factors. In particular, 3D terrain model simulation method has been used in order to reflect the aesthetic factors of the scenery which is an element of the subjective evaluation factors and considered qualitative and subjective evaluation factors which were not considered for the existing AHP technique. After the research, a location that satisfies complex requirements was found rapidly and accurately through the GIS model and hierarchical analysis.

The Quantification of Considerations related with Decision-making in Ground Operation : Focusing on Evaluating Avenues of Approach in IPB (지상작전과 연관된 의사결정 고려요소의 정량화 방안 : 전장정보분석의 접근로 평가요소를 중심으로)

  • Han, Seung Jo;Lee, Seungmin
    • Convergence Security Journal
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    • v.19 no.2
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    • pp.129-136
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    • 2019
  • The main tasks of commander and staffs in ground operations are a continuation performing the process of making decisions in various situations. Since the current decision-making process is largely dependent on qualitative methods, it is difficult to integrate with the decision-making tools associated with the 4th Industrial Revolution. The purpose of this study is to suggest the process of deriving the relative importance of the evaluation factors using the AHP with focusing on assessing the avenues of approach in IPB related to the ground operation plan. The most important aspect of IPB is the evaluation of the avenues of approach. Evaluation factors include target accessibility, observation and seasons, concealment and cover-up, ease of maneuverability, and ease of transition to adjacent access roads. The existing methods are the comparison method with evaluation factors and the analysis with the advantages and disadvantages. However, it has been criticized that they regard evaluation factors as equal importance. The results show that target accessibility has the highest score related with priority when considering the criteria.

Application of GIS Based AHP for Route Location (노선 선정에서 계층분석과정을 이용한 GIS의 적용)

  • Roh, Tae Ho;Jeong, In Ju;Lee, Sung Rock
    • Journal of the Korean Association of Geographic Information Studies
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    • v.8 no.2
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    • pp.55-67
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    • 2005
  • This study presented the route location method by applying AHP and evaluating quantitatively. This study developed the program that can be easily applied to this kind of road design, and built the decision support system for route location. The study results are summarized as follows ; We could quantitatively evaluate the appropriateness of exiting routes by applying the AHP based on GIS. If we apply this to the roads that will be newly constructed, we can make the objective and reliable route location when making road plans and basic designs. We improved the technique of route location by applying the decision support system with third-dimensional data, which considers even the vertical alignment plan, to the existing decision support system with second-dimensional data. And, since we can set those data such as vertical slope, earth-volume, structure size, location and construction cost to independent variables, we can make road designs more scientifically and reasonably.

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Evaluation Scheme for EcoMobility Policy Based on Multi-criteria Decision Making, AHP and ANP (AHP와 ANP 중심의 다기준 의사결정 기반 생태교통정책 평가체계에 관한 연구)

  • KIM, Junghwa;KIM, Sukhee
    • Journal of Korean Society of Transportation
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    • v.35 no.3
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    • pp.183-196
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    • 2017
  • In this study, policy evaluation scheme was established to encourage the efficient implementation of EcoMobility which has been expanding gradually all around the world. A total of eight evaluation goals and 22 evaluation items are reviewed and suggested based on the three major evaluation categories of "Basic elements for EcoMobility", "Land use and transport system for EcoMobility", and "Implications and impact of EcoMobility". The results of this study are as follows: the result of AHP analysis which reflects only the hierarchical structure shows a high priority in "Elements for EcoMobility promotion", "Eco-fiendly transport infrastructure", and "Safety in transport". While in result of ANP which considered the elements' dependencies, "Eco-fiendly transport Services", "Welfare in transport", and "Environment by transport" have high weights and importances. In conclusion, this study would be useful to make reasonable judgment based on the analysis results of the two techniques in order to ensure reliability in evaluation of EcoMobility policy. Furthermore we have confirmed appropriate evaluation technique between AHP and ANP which is better to reflect the features of EcoMobility.

The Allocation Precedence of the Limited Same Resource to the Concurrent Activities under Multiple Criteria (다기준하 동일 한정 자원의 배당 우선순위 결정)

  • Hwang, Jin-Ha
    • Korean Journal of Construction Engineering and Management
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    • v.9 no.5
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    • pp.159-167
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    • 2008
  • This study provides a effective approach to the construction management problem with the limited number or amount of available resources using the analytic hierarchy process. Construction management is a series of decision making processes for planning and controling of cost, time and quality as main objectives in construction works. When several activities need the limited same resource at the same time, it is very hard to decide the priority of the activities in the real situations. For that the scientific decision making method and procedure for resource allocation are required. This study solves the resource allocation problem by dealing with the decision making problem which the activities are distributed to multiple projects and under multiple criteria. The analytic hierarchy process is a method devised to solve complex multi-criteria decision problems. The result shows that this study can be effectively used to make decisions in situations involving multiple objectives by evaluating the prioritized ranking and degree of the activity alternatives based on the overall preferences.

The Quantitative Analysis of Alternative-Decision in Missile Test: Focusing on Selecting a Foreign Test Site through Data Envelopment Analysis (미사일 시험을 위한 대안결정의 정량적 분석: 자료포락분석을 이용한 국외 시험장 선정을 중심으로)

  • Han, Seung Jo
    • Convergence Security Journal
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    • v.20 no.4
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    • pp.3-12
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    • 2020
  • Although the related regulations or guidelines are not specified in the defense weapon system R&D process, R&D authorities frequently encounter problems that require rational decision-making. If the rational process is not applied in the matter of alternative choice, the project could be disrupted, which can result in longer project periods or more resource provision. In particular, a variety of decision-making methods are needed for test&evaluation of missile R&D. The issue of selecting a test site is one of the representative decision-making problems. If it is needed to determine the priority of multiple sites, Delphi Method and Analytic Hierarchy Process(AHP) will be applied. However, if the input of cost is to be considered, Data Envelopment Analysis(DEA) is more valuable to solve the problem. This paper proposes a solution to handle quantitatively various decision-making problems that can occur in missile flight test, and shows how DEA is applied through a simulated case study of selecting a foreign test site.

AHP 기법을 활용한 VTS 관제사 자격인증 교과목 상대적 중요도 분석

  • Jeong, Cho-Yeong;Jeon, Seong-Gwon;Lee, Hong-Hun;Kim, Deuk-Bong;Jeong, Jae-Yong
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2016.05a
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    • pp.257-259
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    • 2016
  • 선박교통관제사의 자격인증 교육은 IMO와 IALA에서 권고한 교육과정, 교육과목 및 교육기간 등을 표준으로 한다. 국제적 기준이 현재 교육과 차이가 있고, 대한민국 관제사들이 생각하는 교육의 중요성에도 차이가 있기 때문에 이에 본 연구에서는 선박교통관제사 자격인증 교육 현황을 분석하고, 이를 구체적인 교과목으로 나눈 다음 기존 직원들의 의견을 취합하여 AHP 분석을 통해 상대적 중요도를 평가해 보았다.

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The Analysis of Importance Ratio Factors of Sales Price for Apartment Building Construction Projects (공동주택의 분양가 결정을 위한 영향요인 도출 및 중요도 분석)

  • Yang, Ok-Hee;Kim, Min-Seok;Hwang, Uk-Sun;Kim, Yong-Su
    • Korean Journal of Construction Engineering and Management
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    • v.12 no.5
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    • pp.127-136
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    • 2011
  • The purpose of this study is analyzed the importance ratio factors of sales price for apartment building construction projects. For this Study, Nine apartment buildings that sold in Seoul, Gyenggi, Chuncheong is selected. The study suggested eight influence factors through interview with experts, research related references, and analysis of cases. Based on those factors, Importance analysis is performed by using AHP method. The result of this study are as follows: 1) Influence factors of sales price are drawn as cost, site, housing, transportation, region, ground, policy, investment factor. 2) In the case of Seoul, The priority order of price influence factors consist of investment factor(16.0%), policy factor(14.6%), and cost factor(13.9%). In the case of Gyenggi, The priority order of sales price influence factors consist of region factor(15.9%), transportation factor(13.8%), and investment factor(13.4%). In the case of Chungcheong, The priority order of sales price influence factors consist of region factor(17.1%), transportation factor(16.4%), and housing factor(14.9%).

A study on the feasibility assessment model of urban utility tunnel by analytic hierarchy process (계층의사분석 기법을 적용한 도심지 공동구 타당성 평가모델 연구)

  • Chung, Jee-Seung;Na, Gwi-Tae
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.20 no.1
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    • pp.131-144
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    • 2018
  • The urban center of a large city has a high concentration ratio of population, commerce, and traffic. Therefore, the expected effect is high from the introduction of the urban utility tunnel and it also has sufficient economic feasibility considering life cycle cost. Moreover, the construction cost can be greatly reduced if it is included in a large underground development such as a subway or a complex transfer center construction. However, it is not reflected in actual underground development plan. When planning a urban utility tunnel in Korea, it is expected to have difficulties such as the cost of relocation of the existing Life-Line, conflicts among the individual facility institutions, procurement of construction resources and sharing. Furthermore, it is possible to promote the project only if a consensus is drawn up by a collective council composed of all facilities and project developers. Therefore, an optimal alternative should be proposed using economic analysis and feasibility assessment system. In this study, the analytic hierarchy process (AHP) is performed considering the characteristics of urban areas and the importance of each indicator is quantified. As a result, we can support reasonable design capacity optimization using the feasibility assessment system.